Demand for biologics will exceed $100 billion in 2015, experiencing continuing strong growth following a decade of double-digit annual increases. Continued growth will be driven by dramatic shifts in production technology and expansion of targeted diseases, and challenged by the introduction of biosimilar products following patent expiry of major biologic products.
The document lists various skin care and beauty products along with their prices. It includes items such as royal jelly milk balm in different sizes priced from $29 to $38.50, a royal jelly body complex for $18.50, a microdermabrasion cream for $18.50, a 3-piece men's skin care set for $19, various masks priced from $4.90 to $13.50, eye creams from $7.80 to $11, and other products such as body oils, gels, and scrubs ranging in price from $5.50 to $26.50.
The wife of a man who died in an Air India plane crash filed a claim for compensation, but was only offered Rs. 5,01,000 which she argued was inadequate given her family's actual losses. The court had to determine whether fixing different liability amounts for domestic versus international travel was unconstitutional. It held that the legislature intended different standards for domestic and international travel. It also found that the classification of passengers was rational and did not violate equal protection. While the specific amount may need revision due to currency changes, the overall framework and distinction between domestic and international passengers was valid.
BüroWARE ERP Zusatzlösungen - Synergie- und Kooperationslösungen für Ihre ER...softenginegmbh
- Kaufmännische Software
- Zusatzlösungen
- BüroWARE ECR Kassensysteme
- ATLAS-AES
- OXID eShop
- cosmoSYNC
- Shopware
- es:shop
- flextor
- BüroWARE webSERVICES
- tempIT
- inoxisionARCHIVE
- MS Interface
- MAX! Consult
- Planout
- InfoPainter®
- BüroWARE Auktionssteuerung für eBay
- pcvisit
- gotomaxx Elektronische eRECHNUNG für Rechnungssteller
- gotomaxx Elektronische eRECHNUNG für Rechnungsempfänger
Die SoftENGINE Unternehmensleistungen in Stichpunkten:
- Vertrieb über Distribution und autorisierten Fachhandel
- schnelles, konsistentes Datenbankkonzept
- Software in mehreren Sprachen und Landesversionen
- marktorientierte Produktkonzeption und -entwicklung
- über 200 Partner im deutschsprachigen Raum
- zukunftssichere, innovative Produkte
- eigenständiger deutschsprachiger Softwarehersteller
- Arbeitsmöglichkeit per Internet
- Seminare für Partner und Anwender, Marketing und Support - Software mit zahlreichen Alleinstellungsmerkmalen
- umfangreiche Produktpalette für Windows und das Internet
- über 6500 Unternehmen setzen unsere Produkte ein
- eigene Produktentwicklung
- über 250.000 Lizenzen sind installiert
- Entwicklung vieler Softwarebasistools
- mehr als 80 Mitarbeiter entwickeln, schulen und helfen
- hohe Entwicklungsgeschwindigkeit
- erfahrene Entwickler sind eng mit dem Unternehmen verbunden
- Softwarewartung
- professionelle Programmiersprachen C# und C++
- seit 1993 sind wir erfolgreich und profitabel am Markt
- Sie gewinnen leistungsstarke Partner
- Sie erhalten Produkte, die neue Potenziale in Ihrem Unternehmen wecken können
- Sie arbeiten mit eingeführter und dauerhaft werthaltiger Software für Windows und das Internet
- Sie nutzen auch morgen noch eine passende Lösung, die zusammen mit Ihrem Unternehmen wächst
This document discusses how emojis, emoticons, and text speak can be used to teach students. It provides background on the origins of emoticons in 1982 as ways to convey tone and feelings in text communications. It then suggests that with text speak and emojis, students can translate, decode, summarize, play with language, and add emotion to language. A number of websites and apps that can be used for emoji-related activities, lessons, and discussions are also listed.
Artificial intelligence (AI) is everywhere, promising self-driving cars, medical breakthroughs, and new ways of working. But how do you separate hype from reality? How can your company apply AI to solve real business problems?
Here’s what AI learnings your business should keep in mind for 2017.
2024 State of Marketing Report – by HubspotMarius Sescu
https://www.hubspot.com/state-of-marketing
· Scaling relationships and proving ROI
· Social media is the place for search, sales, and service
· Authentic influencer partnerships fuel brand growth
· The strongest connections happen via call, click, chat, and camera.
· Time saved with AI leads to more creative work
· Seeking: A single source of truth
· TLDR; Get on social, try AI, and align your systems.
· More human marketing, powered by robots
ChatGPT is a revolutionary addition to the world since its introduction in 2022. A big shift in the sector of information gathering and processing happened because of this chatbot. What is the story of ChatGPT? How is the bot responding to prompts and generating contents? Swipe through these slides prepared by Expeed Software, a web development company regarding the development and technical intricacies of ChatGPT!
Product Design Trends in 2024 | Teenage EngineeringsPixeldarts
The realm of product design is a constantly changing environment where technology and style intersect. Every year introduces fresh challenges and exciting trends that mold the future of this captivating art form. In this piece, we delve into the significant trends set to influence the look and functionality of product design in the year 2024.
The document lists various skin care and beauty products along with their prices. It includes items such as royal jelly milk balm in different sizes priced from $29 to $38.50, a royal jelly body complex for $18.50, a microdermabrasion cream for $18.50, a 3-piece men's skin care set for $19, various masks priced from $4.90 to $13.50, eye creams from $7.80 to $11, and other products such as body oils, gels, and scrubs ranging in price from $5.50 to $26.50.
The wife of a man who died in an Air India plane crash filed a claim for compensation, but was only offered Rs. 5,01,000 which she argued was inadequate given her family's actual losses. The court had to determine whether fixing different liability amounts for domestic versus international travel was unconstitutional. It held that the legislature intended different standards for domestic and international travel. It also found that the classification of passengers was rational and did not violate equal protection. While the specific amount may need revision due to currency changes, the overall framework and distinction between domestic and international passengers was valid.
BüroWARE ERP Zusatzlösungen - Synergie- und Kooperationslösungen für Ihre ER...softenginegmbh
- Kaufmännische Software
- Zusatzlösungen
- BüroWARE ECR Kassensysteme
- ATLAS-AES
- OXID eShop
- cosmoSYNC
- Shopware
- es:shop
- flextor
- BüroWARE webSERVICES
- tempIT
- inoxisionARCHIVE
- MS Interface
- MAX! Consult
- Planout
- InfoPainter®
- BüroWARE Auktionssteuerung für eBay
- pcvisit
- gotomaxx Elektronische eRECHNUNG für Rechnungssteller
- gotomaxx Elektronische eRECHNUNG für Rechnungsempfänger
Die SoftENGINE Unternehmensleistungen in Stichpunkten:
- Vertrieb über Distribution und autorisierten Fachhandel
- schnelles, konsistentes Datenbankkonzept
- Software in mehreren Sprachen und Landesversionen
- marktorientierte Produktkonzeption und -entwicklung
- über 200 Partner im deutschsprachigen Raum
- zukunftssichere, innovative Produkte
- eigenständiger deutschsprachiger Softwarehersteller
- Arbeitsmöglichkeit per Internet
- Seminare für Partner und Anwender, Marketing und Support - Software mit zahlreichen Alleinstellungsmerkmalen
- umfangreiche Produktpalette für Windows und das Internet
- über 6500 Unternehmen setzen unsere Produkte ein
- eigene Produktentwicklung
- über 250.000 Lizenzen sind installiert
- Entwicklung vieler Softwarebasistools
- mehr als 80 Mitarbeiter entwickeln, schulen und helfen
- hohe Entwicklungsgeschwindigkeit
- erfahrene Entwickler sind eng mit dem Unternehmen verbunden
- Softwarewartung
- professionelle Programmiersprachen C# und C++
- seit 1993 sind wir erfolgreich und profitabel am Markt
- Sie gewinnen leistungsstarke Partner
- Sie erhalten Produkte, die neue Potenziale in Ihrem Unternehmen wecken können
- Sie arbeiten mit eingeführter und dauerhaft werthaltiger Software für Windows und das Internet
- Sie nutzen auch morgen noch eine passende Lösung, die zusammen mit Ihrem Unternehmen wächst
This document discusses how emojis, emoticons, and text speak can be used to teach students. It provides background on the origins of emoticons in 1982 as ways to convey tone and feelings in text communications. It then suggests that with text speak and emojis, students can translate, decode, summarize, play with language, and add emotion to language. A number of websites and apps that can be used for emoji-related activities, lessons, and discussions are also listed.
Artificial intelligence (AI) is everywhere, promising self-driving cars, medical breakthroughs, and new ways of working. But how do you separate hype from reality? How can your company apply AI to solve real business problems?
Here’s what AI learnings your business should keep in mind for 2017.
2024 State of Marketing Report – by HubspotMarius Sescu
https://www.hubspot.com/state-of-marketing
· Scaling relationships and proving ROI
· Social media is the place for search, sales, and service
· Authentic influencer partnerships fuel brand growth
· The strongest connections happen via call, click, chat, and camera.
· Time saved with AI leads to more creative work
· Seeking: A single source of truth
· TLDR; Get on social, try AI, and align your systems.
· More human marketing, powered by robots
ChatGPT is a revolutionary addition to the world since its introduction in 2022. A big shift in the sector of information gathering and processing happened because of this chatbot. What is the story of ChatGPT? How is the bot responding to prompts and generating contents? Swipe through these slides prepared by Expeed Software, a web development company regarding the development and technical intricacies of ChatGPT!
Product Design Trends in 2024 | Teenage EngineeringsPixeldarts
The realm of product design is a constantly changing environment where technology and style intersect. Every year introduces fresh challenges and exciting trends that mold the future of this captivating art form. In this piece, we delve into the significant trends set to influence the look and functionality of product design in the year 2024.
Programming Foundation Models with DSPy - Meetup SlidesZilliz
Prompting language models is hard, while programming language models is easy. In this talk, I will discuss the state-of-the-art framework DSPy for programming foundation models with its powerful optimizers and runtime constraint system.
What is an RPA CoE? Session 1 – CoE VisionDianaGray10
In the first session, we will review the organization's vision and how this has an impact on the COE Structure.
Topics covered:
• The role of a steering committee
• How do the organization’s priorities determine CoE Structure?
Speaker:
Chris Bolin, Senior Intelligent Automation Architect Anika Systems
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2024/06/temporal-event-neural-networks-a-more-efficient-alternative-to-the-transformer-a-presentation-from-brainchip/
Chris Jones, Director of Product Management at BrainChip , presents the “Temporal Event Neural Networks: A More Efficient Alternative to the Transformer” tutorial at the May 2024 Embedded Vision Summit.
The expansion of AI services necessitates enhanced computational capabilities on edge devices. Temporal Event Neural Networks (TENNs), developed by BrainChip, represent a novel and highly efficient state-space network. TENNs demonstrate exceptional proficiency in handling multi-dimensional streaming data, facilitating advancements in object detection, action recognition, speech enhancement and language model/sequence generation. Through the utilization of polynomial-based continuous convolutions, TENNs streamline models, expedite training processes and significantly diminish memory requirements, achieving notable reductions of up to 50x in parameters and 5,000x in energy consumption compared to prevailing methodologies like transformers.
Integration with BrainChip’s Akida neuromorphic hardware IP further enhances TENNs’ capabilities, enabling the realization of highly capable, portable and passively cooled edge devices. This presentation delves into the technical innovations underlying TENNs, presents real-world benchmarks, and elucidates how this cutting-edge approach is positioned to revolutionize edge AI across diverse applications.
Dandelion Hashtable: beyond billion requests per second on a commodity serverAntonios Katsarakis
This slide deck presents DLHT, a concurrent in-memory hashtable. Despite efforts to optimize hashtables, that go as far as sacrificing core functionality, state-of-the-art designs still incur multiple memory accesses per request and block request processing in three cases. First, most hashtables block while waiting for data to be retrieved from memory. Second, open-addressing designs, which represent the current state-of-the-art, either cannot free index slots on deletes or must block all requests to do so. Third, index resizes block every request until all objects are copied to the new index. Defying folklore wisdom, DLHT forgoes open-addressing and adopts a fully-featured and memory-aware closed-addressing design based on bounded cache-line-chaining. This design offers lock-free index operations and deletes that free slots instantly, (2) completes most requests with a single memory access, (3) utilizes software prefetching to hide memory latencies, and (4) employs a novel non-blocking and parallel resizing. In a commodity server and a memory-resident workload, DLHT surpasses 1.6B requests per second and provides 3.5x (12x) the throughput of the state-of-the-art closed-addressing (open-addressing) resizable hashtable on Gets (Deletes).
GraphRAG for Life Science to increase LLM accuracyTomaz Bratanic
GraphRAG for life science domain, where you retriever information from biomedical knowledge graphs using LLMs to increase the accuracy and performance of generated answers
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2024/06/how-axelera-ai-uses-digital-compute-in-memory-to-deliver-fast-and-energy-efficient-computer-vision-a-presentation-from-axelera-ai/
Bram Verhoef, Head of Machine Learning at Axelera AI, presents the “How Axelera AI Uses Digital Compute-in-memory to Deliver Fast and Energy-efficient Computer Vision” tutorial at the May 2024 Embedded Vision Summit.
As artificial intelligence inference transitions from cloud environments to edge locations, computer vision applications achieve heightened responsiveness, reliability and privacy. This migration, however, introduces the challenge of operating within the stringent confines of resource constraints typical at the edge, including small form factors, low energy budgets and diminished memory and computational capacities. Axelera AI addresses these challenges through an innovative approach of performing digital computations within memory itself. This technique facilitates the realization of high-performance, energy-efficient and cost-effective computer vision capabilities at the thin and thick edge, extending the frontier of what is achievable with current technologies.
In this presentation, Verhoef unveils his company’s pioneering chip technology and demonstrates its capacity to deliver exceptional frames-per-second performance across a range of standard computer vision networks typical of applications in security, surveillance and the industrial sector. This shows that advanced computer vision can be accessible and efficient, even at the very edge of our technological ecosystem.
Digital Banking in the Cloud: How Citizens Bank Unlocked Their MainframePrecisely
Inconsistent user experience and siloed data, high costs, and changing customer expectations – Citizens Bank was experiencing these challenges while it was attempting to deliver a superior digital banking experience for its clients. Its core banking applications run on the mainframe and Citizens was using legacy utilities to get the critical mainframe data to feed customer-facing channels, like call centers, web, and mobile. Ultimately, this led to higher operating costs (MIPS), delayed response times, and longer time to market.
Ever-changing customer expectations demand more modern digital experiences, and the bank needed to find a solution that could provide real-time data to its customer channels with low latency and operating costs. Join this session to learn how Citizens is leveraging Precisely to replicate mainframe data to its customer channels and deliver on their “modern digital bank” experiences.
How information systems are built or acquired puts information, which is what they should be about, in a secondary place. Our language adapted accordingly, and we no longer talk about information systems but applications. Applications evolved in a way to break data into diverse fragments, tightly coupled with applications and expensive to integrate. The result is technical debt, which is re-paid by taking even bigger "loans", resulting in an ever-increasing technical debt. Software engineering and procurement practices work in sync with market forces to maintain this trend. This talk demonstrates how natural this situation is. The question is: can something be done to reverse the trend?
Have you ever been confused by the myriad of choices offered by AWS for hosting a website or an API?
Lambda, Elastic Beanstalk, Lightsail, Amplify, S3 (and more!) can each host websites + APIs. But which one should we choose?
Which one is cheapest? Which one is fastest? Which one will scale to meet our needs?
Join me in this session as we dive into each AWS hosting service to determine which one is best for your scenario and explain why!
Generating privacy-protected synthetic data using Secludy and MilvusZilliz
During this demo, the founders of Secludy will demonstrate how their system utilizes Milvus to store and manipulate embeddings for generating privacy-protected synthetic data. Their approach not only maintains the confidentiality of the original data but also enhances the utility and scalability of LLMs under privacy constraints. Attendees, including machine learning engineers, data scientists, and data managers, will witness first-hand how Secludy's integration with Milvus empowers organizations to harness the power of LLMs securely and efficiently.
Driving Business Innovation: Latest Generative AI Advancements & Success StorySafe Software
Are you ready to revolutionize how you handle data? Join us for a webinar where we’ll bring you up to speed with the latest advancements in Generative AI technology and discover how leveraging FME with tools from giants like Google Gemini, Amazon, and Microsoft OpenAI can supercharge your workflow efficiency.
During the hour, we’ll take you through:
Guest Speaker Segment with Hannah Barrington: Dive into the world of dynamic real estate marketing with Hannah, the Marketing Manager at Workspace Group. Hear firsthand how their team generates engaging descriptions for thousands of office units by integrating diverse data sources—from PDF floorplans to web pages—using FME transformers, like OpenAIVisionConnector and AnthropicVisionConnector. This use case will show you how GenAI can streamline content creation for marketing across the board.
Ollama Use Case: Learn how Scenario Specialist Dmitri Bagh has utilized Ollama within FME to input data, create custom models, and enhance security protocols. This segment will include demos to illustrate the full capabilities of FME in AI-driven processes.
Custom AI Models: Discover how to leverage FME to build personalized AI models using your data. Whether it’s populating a model with local data for added security or integrating public AI tools, find out how FME facilitates a versatile and secure approach to AI.
We’ll wrap up with a live Q&A session where you can engage with our experts on your specific use cases, and learn more about optimizing your data workflows with AI.
This webinar is ideal for professionals seeking to harness the power of AI within their data management systems while ensuring high levels of customization and security. Whether you're a novice or an expert, gain actionable insights and strategies to elevate your data processes. Join us to see how FME and AI can revolutionize how you work with data!
Freshworks Rethinks NoSQL for Rapid Scaling & Cost-EfficiencyScyllaDB
Freshworks creates AI-boosted business software that helps employees work more efficiently and effectively. Managing data across multiple RDBMS and NoSQL databases was already a challenge at their current scale. To prepare for 10X growth, they knew it was time to rethink their database strategy. Learn how they architected a solution that would simplify scaling while keeping costs under control.
[OReilly Superstream] Occupy the Space: A grassroots guide to engineering (an...Jason Yip
The typical problem in product engineering is not bad strategy, so much as “no strategy”. This leads to confusion, lack of motivation, and incoherent action. The next time you look for a strategy and find an empty space, instead of waiting for it to be filled, I will show you how to fill it in yourself. If you’re wrong, it forces a correction. If you’re right, it helps create focus. I’ll share how I’ve approached this in the past, both what works and lessons for what didn’t work so well.
Your One-Stop Shop for Python Success: Top 10 US Python Development Providersakankshawande
Simplify your search for a reliable Python development partner! This list presents the top 10 trusted US providers offering comprehensive Python development services, ensuring your project's success from conception to completion.
How Race, Age and Gender Shape Attitudes Towards Mental HealthThinkNow
Mental health has been in the news quite a bit lately. Dozens of U.S. states are currently suing Meta for contributing to the youth mental health crisis by inserting addictive features into their products, while the U.S. Surgeon General is touring the nation to bring awareness to the growing epidemic of loneliness and isolation. The country has endured periods of low national morale, such as in the 1970s when high inflation and the energy crisis worsened public sentiment following the Vietnam War. The current mood, however, feels different. Gallup recently reported that national mental health is at an all-time low, with few bright spots to lift spirits.
To better understand how Americans are feeling and their attitudes towards mental health in general, ThinkNow conducted a nationally representative quantitative survey of 1,500 respondents and found some interesting differences among ethnic, age and gender groups.
Technology
For example, 52% agree that technology and social media have a negative impact on mental health, but when broken out by race, 61% of Whites felt technology had a negative effect, and only 48% of Hispanics thought it did.
While technology has helped us keep in touch with friends and family in faraway places, it appears to have degraded our ability to connect in person. Staying connected online is a double-edged sword since the same news feed that brings us pictures of the grandkids and fluffy kittens also feeds us news about the wars in Israel and Ukraine, the dysfunction in Washington, the latest mass shooting and the climate crisis.
Hispanics may have a built-in defense against the isolation technology breeds, owing to their large, multigenerational households, strong social support systems, and tendency to use social media to stay connected with relatives abroad.
Age and Gender
When asked how individuals rate their mental health, men rate it higher than women by 11 percentage points, and Baby Boomers rank it highest at 83%, saying it’s good or excellent vs. 57% of Gen Z saying the same.
Gen Z spends the most amount of time on social media, so the notion that social media negatively affects mental health appears to be correlated. Unfortunately, Gen Z is also the generation that’s least comfortable discussing mental health concerns with healthcare professionals. Only 40% of them state they’re comfortable discussing their issues with a professional compared to 60% of Millennials and 65% of Boomers.
Race Affects Attitudes
As seen in previous research conducted by ThinkNow, Asian Americans lag other groups when it comes to awareness of mental health issues. Twenty-four percent of Asian Americans believe that having a mental health issue is a sign of weakness compared to the 16% average for all groups. Asians are also considerably less likely to be aware of mental health services in their communities (42% vs. 55%) and most likely to seek out information on social media (51% vs. 35%).
AI Trends in Creative Operations 2024 by Artwork Flow.pdfmarketingartwork
Creative operations teams expect increased AI use in 2024. Currently, over half of tasks are not AI-enabled, but this is expected to decrease in the coming year. ChatGPT is the most popular AI tool currently. Business leaders are more actively exploring AI benefits than individual contributors. Most respondents do not believe AI will impact workforce size in 2024. However, some inhibitions still exist around AI accuracy and lack of understanding. Creatives primarily want to use AI to save time on mundane tasks and boost productivity.
Programming Foundation Models with DSPy - Meetup SlidesZilliz
Prompting language models is hard, while programming language models is easy. In this talk, I will discuss the state-of-the-art framework DSPy for programming foundation models with its powerful optimizers and runtime constraint system.
What is an RPA CoE? Session 1 – CoE VisionDianaGray10
In the first session, we will review the organization's vision and how this has an impact on the COE Structure.
Topics covered:
• The role of a steering committee
• How do the organization’s priorities determine CoE Structure?
Speaker:
Chris Bolin, Senior Intelligent Automation Architect Anika Systems
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2024/06/temporal-event-neural-networks-a-more-efficient-alternative-to-the-transformer-a-presentation-from-brainchip/
Chris Jones, Director of Product Management at BrainChip , presents the “Temporal Event Neural Networks: A More Efficient Alternative to the Transformer” tutorial at the May 2024 Embedded Vision Summit.
The expansion of AI services necessitates enhanced computational capabilities on edge devices. Temporal Event Neural Networks (TENNs), developed by BrainChip, represent a novel and highly efficient state-space network. TENNs demonstrate exceptional proficiency in handling multi-dimensional streaming data, facilitating advancements in object detection, action recognition, speech enhancement and language model/sequence generation. Through the utilization of polynomial-based continuous convolutions, TENNs streamline models, expedite training processes and significantly diminish memory requirements, achieving notable reductions of up to 50x in parameters and 5,000x in energy consumption compared to prevailing methodologies like transformers.
Integration with BrainChip’s Akida neuromorphic hardware IP further enhances TENNs’ capabilities, enabling the realization of highly capable, portable and passively cooled edge devices. This presentation delves into the technical innovations underlying TENNs, presents real-world benchmarks, and elucidates how this cutting-edge approach is positioned to revolutionize edge AI across diverse applications.
Dandelion Hashtable: beyond billion requests per second on a commodity serverAntonios Katsarakis
This slide deck presents DLHT, a concurrent in-memory hashtable. Despite efforts to optimize hashtables, that go as far as sacrificing core functionality, state-of-the-art designs still incur multiple memory accesses per request and block request processing in three cases. First, most hashtables block while waiting for data to be retrieved from memory. Second, open-addressing designs, which represent the current state-of-the-art, either cannot free index slots on deletes or must block all requests to do so. Third, index resizes block every request until all objects are copied to the new index. Defying folklore wisdom, DLHT forgoes open-addressing and adopts a fully-featured and memory-aware closed-addressing design based on bounded cache-line-chaining. This design offers lock-free index operations and deletes that free slots instantly, (2) completes most requests with a single memory access, (3) utilizes software prefetching to hide memory latencies, and (4) employs a novel non-blocking and parallel resizing. In a commodity server and a memory-resident workload, DLHT surpasses 1.6B requests per second and provides 3.5x (12x) the throughput of the state-of-the-art closed-addressing (open-addressing) resizable hashtable on Gets (Deletes).
GraphRAG for Life Science to increase LLM accuracyTomaz Bratanic
GraphRAG for life science domain, where you retriever information from biomedical knowledge graphs using LLMs to increase the accuracy and performance of generated answers
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2024/06/how-axelera-ai-uses-digital-compute-in-memory-to-deliver-fast-and-energy-efficient-computer-vision-a-presentation-from-axelera-ai/
Bram Verhoef, Head of Machine Learning at Axelera AI, presents the “How Axelera AI Uses Digital Compute-in-memory to Deliver Fast and Energy-efficient Computer Vision” tutorial at the May 2024 Embedded Vision Summit.
As artificial intelligence inference transitions from cloud environments to edge locations, computer vision applications achieve heightened responsiveness, reliability and privacy. This migration, however, introduces the challenge of operating within the stringent confines of resource constraints typical at the edge, including small form factors, low energy budgets and diminished memory and computational capacities. Axelera AI addresses these challenges through an innovative approach of performing digital computations within memory itself. This technique facilitates the realization of high-performance, energy-efficient and cost-effective computer vision capabilities at the thin and thick edge, extending the frontier of what is achievable with current technologies.
In this presentation, Verhoef unveils his company’s pioneering chip technology and demonstrates its capacity to deliver exceptional frames-per-second performance across a range of standard computer vision networks typical of applications in security, surveillance and the industrial sector. This shows that advanced computer vision can be accessible and efficient, even at the very edge of our technological ecosystem.
Digital Banking in the Cloud: How Citizens Bank Unlocked Their MainframePrecisely
Inconsistent user experience and siloed data, high costs, and changing customer expectations – Citizens Bank was experiencing these challenges while it was attempting to deliver a superior digital banking experience for its clients. Its core banking applications run on the mainframe and Citizens was using legacy utilities to get the critical mainframe data to feed customer-facing channels, like call centers, web, and mobile. Ultimately, this led to higher operating costs (MIPS), delayed response times, and longer time to market.
Ever-changing customer expectations demand more modern digital experiences, and the bank needed to find a solution that could provide real-time data to its customer channels with low latency and operating costs. Join this session to learn how Citizens is leveraging Precisely to replicate mainframe data to its customer channels and deliver on their “modern digital bank” experiences.
How information systems are built or acquired puts information, which is what they should be about, in a secondary place. Our language adapted accordingly, and we no longer talk about information systems but applications. Applications evolved in a way to break data into diverse fragments, tightly coupled with applications and expensive to integrate. The result is technical debt, which is re-paid by taking even bigger "loans", resulting in an ever-increasing technical debt. Software engineering and procurement practices work in sync with market forces to maintain this trend. This talk demonstrates how natural this situation is. The question is: can something be done to reverse the trend?
Have you ever been confused by the myriad of choices offered by AWS for hosting a website or an API?
Lambda, Elastic Beanstalk, Lightsail, Amplify, S3 (and more!) can each host websites + APIs. But which one should we choose?
Which one is cheapest? Which one is fastest? Which one will scale to meet our needs?
Join me in this session as we dive into each AWS hosting service to determine which one is best for your scenario and explain why!
Generating privacy-protected synthetic data using Secludy and MilvusZilliz
During this demo, the founders of Secludy will demonstrate how their system utilizes Milvus to store and manipulate embeddings for generating privacy-protected synthetic data. Their approach not only maintains the confidentiality of the original data but also enhances the utility and scalability of LLMs under privacy constraints. Attendees, including machine learning engineers, data scientists, and data managers, will witness first-hand how Secludy's integration with Milvus empowers organizations to harness the power of LLMs securely and efficiently.
Driving Business Innovation: Latest Generative AI Advancements & Success StorySafe Software
Are you ready to revolutionize how you handle data? Join us for a webinar where we’ll bring you up to speed with the latest advancements in Generative AI technology and discover how leveraging FME with tools from giants like Google Gemini, Amazon, and Microsoft OpenAI can supercharge your workflow efficiency.
During the hour, we’ll take you through:
Guest Speaker Segment with Hannah Barrington: Dive into the world of dynamic real estate marketing with Hannah, the Marketing Manager at Workspace Group. Hear firsthand how their team generates engaging descriptions for thousands of office units by integrating diverse data sources—from PDF floorplans to web pages—using FME transformers, like OpenAIVisionConnector and AnthropicVisionConnector. This use case will show you how GenAI can streamline content creation for marketing across the board.
Ollama Use Case: Learn how Scenario Specialist Dmitri Bagh has utilized Ollama within FME to input data, create custom models, and enhance security protocols. This segment will include demos to illustrate the full capabilities of FME in AI-driven processes.
Custom AI Models: Discover how to leverage FME to build personalized AI models using your data. Whether it’s populating a model with local data for added security or integrating public AI tools, find out how FME facilitates a versatile and secure approach to AI.
We’ll wrap up with a live Q&A session where you can engage with our experts on your specific use cases, and learn more about optimizing your data workflows with AI.
This webinar is ideal for professionals seeking to harness the power of AI within their data management systems while ensuring high levels of customization and security. Whether you're a novice or an expert, gain actionable insights and strategies to elevate your data processes. Join us to see how FME and AI can revolutionize how you work with data!
Freshworks Rethinks NoSQL for Rapid Scaling & Cost-EfficiencyScyllaDB
Freshworks creates AI-boosted business software that helps employees work more efficiently and effectively. Managing data across multiple RDBMS and NoSQL databases was already a challenge at their current scale. To prepare for 10X growth, they knew it was time to rethink their database strategy. Learn how they architected a solution that would simplify scaling while keeping costs under control.
[OReilly Superstream] Occupy the Space: A grassroots guide to engineering (an...Jason Yip
The typical problem in product engineering is not bad strategy, so much as “no strategy”. This leads to confusion, lack of motivation, and incoherent action. The next time you look for a strategy and find an empty space, instead of waiting for it to be filled, I will show you how to fill it in yourself. If you’re wrong, it forces a correction. If you’re right, it helps create focus. I’ll share how I’ve approached this in the past, both what works and lessons for what didn’t work so well.
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Simplify your search for a reliable Python development partner! This list presents the top 10 trusted US providers offering comprehensive Python development services, ensuring your project's success from conception to completion.
How Race, Age and Gender Shape Attitudes Towards Mental HealthThinkNow
Mental health has been in the news quite a bit lately. Dozens of U.S. states are currently suing Meta for contributing to the youth mental health crisis by inserting addictive features into their products, while the U.S. Surgeon General is touring the nation to bring awareness to the growing epidemic of loneliness and isolation. The country has endured periods of low national morale, such as in the 1970s when high inflation and the energy crisis worsened public sentiment following the Vietnam War. The current mood, however, feels different. Gallup recently reported that national mental health is at an all-time low, with few bright spots to lift spirits.
To better understand how Americans are feeling and their attitudes towards mental health in general, ThinkNow conducted a nationally representative quantitative survey of 1,500 respondents and found some interesting differences among ethnic, age and gender groups.
Technology
For example, 52% agree that technology and social media have a negative impact on mental health, but when broken out by race, 61% of Whites felt technology had a negative effect, and only 48% of Hispanics thought it did.
While technology has helped us keep in touch with friends and family in faraway places, it appears to have degraded our ability to connect in person. Staying connected online is a double-edged sword since the same news feed that brings us pictures of the grandkids and fluffy kittens also feeds us news about the wars in Israel and Ukraine, the dysfunction in Washington, the latest mass shooting and the climate crisis.
Hispanics may have a built-in defense against the isolation technology breeds, owing to their large, multigenerational households, strong social support systems, and tendency to use social media to stay connected with relatives abroad.
Age and Gender
When asked how individuals rate their mental health, men rate it higher than women by 11 percentage points, and Baby Boomers rank it highest at 83%, saying it’s good or excellent vs. 57% of Gen Z saying the same.
Gen Z spends the most amount of time on social media, so the notion that social media negatively affects mental health appears to be correlated. Unfortunately, Gen Z is also the generation that’s least comfortable discussing mental health concerns with healthcare professionals. Only 40% of them state they’re comfortable discussing their issues with a professional compared to 60% of Millennials and 65% of Boomers.
Race Affects Attitudes
As seen in previous research conducted by ThinkNow, Asian Americans lag other groups when it comes to awareness of mental health issues. Twenty-four percent of Asian Americans believe that having a mental health issue is a sign of weakness compared to the 16% average for all groups. Asians are also considerably less likely to be aware of mental health services in their communities (42% vs. 55%) and most likely to seek out information on social media (51% vs. 35%).
AI Trends in Creative Operations 2024 by Artwork Flow.pdfmarketingartwork
Creative operations teams expect increased AI use in 2024. Currently, over half of tasks are not AI-enabled, but this is expected to decrease in the coming year. ChatGPT is the most popular AI tool currently. Business leaders are more actively exploring AI benefits than individual contributors. Most respondents do not believe AI will impact workforce size in 2024. However, some inhibitions still exist around AI accuracy and lack of understanding. Creatives primarily want to use AI to save time on mundane tasks and boost productivity.
Organizational culture includes values, norms, systems, symbols, language, assumptions, beliefs, and habits that influence employee behaviors and how people interpret those behaviors. It is important because culture can help or hinder a company's success. Some key aspects of Netflix's culture that help it achieve results include hiring smartly so every position has stars, focusing on attitude over just aptitude, and having a strict policy against peacocks, whiners, and jerks.
PEPSICO Presentation to CAGNY Conference Feb 2024Neil Kimberley
PepsiCo provided a safe harbor statement noting that any forward-looking statements are based on currently available information and are subject to risks and uncertainties. It also provided information on non-GAAP measures and directing readers to its website for disclosure and reconciliation. The document then discussed PepsiCo's business overview, including that it is a global beverage and convenient food company with iconic brands, $91 billion in net revenue in 2023, and nearly $14 billion in core operating profit. It operates through a divisional structure with a focus on local consumers.
Content Methodology: A Best Practices Report (Webinar)contently
This document provides an overview of content methodology best practices. It defines content methodology as establishing objectives, KPIs, and a culture of continuous learning and iteration. An effective methodology focuses on connecting with audiences, creating optimal content, and optimizing processes. It also discusses why a methodology is needed due to the competitive landscape, proliferation of channels, and opportunities for improvement. Components of an effective methodology include defining objectives and KPIs, audience analysis, identifying opportunities, and evaluating resources. The document concludes with recommendations around creating a content plan, testing and optimizing content over 90 days.
How to Prepare For a Successful Job Search for 2024Albert Qian
The document provides guidance on preparing a job search for 2024. It discusses the state of the job market, focusing on growth in AI and healthcare but also continued layoffs. It recommends figuring out what you want to do by researching interests and skills, then conducting informational interviews. The job search should involve building a personal brand on LinkedIn, actively applying to jobs, tailoring resumes and interviews, maintaining job hunting as a habit, and continuing self-improvement. Once hired, the document advises setting new goals and keeping skills and networking active in case of future opportunities.
A report by thenetworkone and Kurio.
The contributing experts and agencies are (in an alphabetical order): Sylwia Rytel, Social Media Supervisor, 180heartbeats + JUNG v MATT (PL), Sharlene Jenner, Vice President - Director of Engagement Strategy, Abelson Taylor (USA), Alex Casanovas, Digital Director, Atrevia (ES), Dora Beilin, Senior Social Strategist, Barrett Hoffher (USA), Min Seo, Campaign Director, Brand New Agency (KR), Deshé M. Gully, Associate Strategist, Day One Agency (USA), Francesca Trevisan, Strategist, Different (IT), Trevor Crossman, CX and Digital Transformation Director; Olivia Hussey, Strategic Planner; Simi Srinarula, Social Media Manager, The Hallway (AUS), James Hebbert, Managing Director, Hylink (CN / UK), Mundy Álvarez, Planning Director; Pedro Rojas, Social Media Manager; Pancho González, CCO, Inbrax (CH), Oana Oprea, Head of Digital Planning, Jam Session Agency (RO), Amy Bottrill, Social Account Director, Launch (UK), Gaby Arriaga, Founder, Leonardo1452 (MX), Shantesh S Row, Creative Director, Liwa (UAE), Rajesh Mehta, Chief Strategy Officer; Dhruv Gaur, Digital Planning Lead; Leonie Mergulhao, Account Supervisor - Social Media & PR, Medulla (IN), Aurelija Plioplytė, Head of Digital & Social, Not Perfect (LI), Daiana Khaidargaliyeva, Account Manager, Osaka Labs (UK / USA), Stefanie Söhnchen, Vice President Digital, PIABO Communications (DE), Elisabeth Winiartati, Managing Consultant, Head of Global Integrated Communications; Lydia Aprina, Account Manager, Integrated Marketing and Communications; Nita Prabowo, Account Manager, Integrated Marketing and Communications; Okhi, Web Developer, PNTR Group (ID), Kei Obusan, Insights Director; Daffi Ranandi, Insights Manager, Radarr (SG), Gautam Reghunath, Co-founder & CEO, Talented (IN), Donagh Humphreys, Head of Social and Digital Innovation, THINKHOUSE (IRE), Sarah Yim, Strategy Director, Zulu Alpha Kilo (CA).
Trends In Paid Search: Navigating The Digital Landscape In 2024Search Engine Journal
The search marketing landscape is evolving rapidly with new technologies, and professionals, like you, rely on innovative paid search strategies to meet changing demands.
It’s important that you’re ready to implement new strategies in 2024.
Check this out and learn the top trends in paid search advertising that are expected to gain traction, so you can drive higher ROI more efficiently in 2024.
You’ll learn:
- The latest trends in AI and automation, and what this means for an evolving paid search ecosystem.
- New developments in privacy and data regulation.
- Emerging ad formats that are expected to make an impact next year.
Watch Sreekant Lanka from iQuanti and Irina Klein from OneMain Financial as they dive into the future of paid search and explore the trends, strategies, and technologies that will shape the search marketing landscape.
If you’re looking to assess your paid search strategy and design an industry-aligned plan for 2024, then this webinar is for you.
5 Public speaking tips from TED - Visualized summarySpeakerHub
From their humble beginnings in 1984, TED has grown into the world’s most powerful amplifier for speakers and thought-leaders to share their ideas. They have over 2,400 filmed talks (not including the 30,000+ TEDx videos) freely available online, and have hosted over 17,500 events around the world.
With over one billion views in a year, it’s no wonder that so many speakers are looking to TED for ideas on how to share their message more effectively.
The article “5 Public-Speaking Tips TED Gives Its Speakers”, by Carmine Gallo for Forbes, gives speakers five practical ways to connect with their audience, and effectively share their ideas on stage.
Whether you are gearing up to get on a TED stage yourself, or just want to master the skills that so many of their speakers possess, these tips and quotes from Chris Anderson, the TED Talks Curator, will encourage you to make the most impactful impression on your audience.
See the full article and more summaries like this on SpeakerHub here: https://speakerhub.com/blog/5-presentation-tips-ted-gives-its-speakers
See the original article on Forbes here:
http://www.forbes.com/forbes/welcome/?toURL=http://www.forbes.com/sites/carminegallo/2016/05/06/5-public-speaking-tips-ted-gives-its-speakers/&refURL=&referrer=#5c07a8221d9b
ChatGPT and the Future of Work - Clark Boyd Clark Boyd
Everyone is in agreement that ChatGPT (and other generative AI tools) will shape the future of work. Yet there is little consensus on exactly how, when, and to what extent this technology will change our world.
Businesses that extract maximum value from ChatGPT will use it as a collaborative tool for everything from brainstorming to technical maintenance.
For individuals, now is the time to pinpoint the skills the future professional will need to thrive in the AI age.
Check out this presentation to understand what ChatGPT is, how it will shape the future of work, and how you can prepare to take advantage.
The document provides career advice for getting into the tech field, including:
- Doing projects and internships in college to build a portfolio.
- Learning about different roles and technologies through industry research.
- Contributing to open source projects to build experience and network.
- Developing a personal brand through a website and social media presence.
- Networking through events, communities, and finding a mentor.
- Practicing interviews through mock interviews and whiteboarding coding questions.
Google's Just Not That Into You: Understanding Core Updates & Search IntentLily Ray
1. Core updates from Google periodically change how its algorithms assess and rank websites and pages. This can impact rankings through shifts in user intent, site quality issues being caught up to, world events influencing queries, and overhauls to search like the E-A-T framework.
2. There are many possible user intents beyond just transactional, navigational and informational. Identifying intent shifts is important during core updates. Sites may need to optimize for new intents through different content types and sections.
3. Responding effectively to core updates requires analyzing "before and after" data to understand changes, identifying new intents or page types, and ensuring content matches appropriate intents across video, images, knowledge graphs and more.
A brief introduction to DataScience with explaining of the concepts, algorithms, machine learning, supervised and unsupervised learning, clustering, statistics, data preprocessing, real-world applications etc.
It's part of a Data Science Corner Campaign where I will be discussing the fundamentals of DataScience, AIML, Statistics etc.
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Here's my presentation on by proven best practices how to manage your work time effectively and how to improve your productivity. It includes practical tips and how to use tools such as Slack, Google Apps, Hubspot, Google Calendar, Gmail and others.
The six step guide to practical project managementMindGenius
The six step guide to practical project management
If you think managing projects is too difficult, think again.
We’ve stripped back project management processes to the
basics – to make it quicker and easier, without sacrificing
the vital ingredients for success.
“If you’re looking for some real-world guidance, then The Six Step Guide to Practical Project Management will help.”
Dr Andrew Makar, Tactical Project Management
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...Applitools
During this webinar, Anand Bagmar demonstrates how AI tools such as ChatGPT can be applied to various stages of the software development life cycle (SDLC) using an eCommerce application case study. Find the on-demand recording and more info at https://applitools.info/b59
Key takeaways:
• Learn how to use ChatGPT to add AI power to your testing and test automation
• Understand the limitations of the technology and where human expertise is crucial
• Gain insight into different AI-based tools
• Adopt AI-based tools to stay relevant and optimize work for developers and testers
* ChatGPT and OpenAI belong to OpenAI, L.L.C.
The document discusses various AI tools from OpenAI like GPT-3 and DALL-E 2, as well as ChatGPT. It explores how search engines are using AI and things to consider around AI-generated content. Potential SEO uses of ChatGPT are also presented, such as generating content at scale, conducting topic research, and automating basic coding tasks. The document encourages further reading on using ChatGPT for SEO purposes.
1. US Biologics Market
ReportsnReports.com adds Freedonia Group Market Research Report ―US Biologics Market’’
to its store
US demand to exceed $100 billion by 2015
Demand for biologics will exceed $100 billion in 2015, experiencing continuing strong
growth following a decade of double-digit annual increases. Continued growth will be driven
by dramatic shifts in production technology and expansion of targeted diseases, and
challenged by the introduction of biosimilar products following patent expiry of major
biologic products.
Monoclonal antibodies to benefit from biotech boom
Biologics such as insulin and red blood cell stimulants have been available for many years,
but since the introduction of recombinant DNA technology, manufacturers have developed a
wide range of new products with very specific applications. Monoclonal antibodies are a
prime example of this important shift. Proteins that destroy targeted antigens can now be
purified, cloned and introduced into patients to instigate immune responses. These products
have quickly established themselves as effective therapies for many forms of cancer,
rheumatoid arthritis, macular degeneration and other conditions. New antibodies are under
intensive investigation, and will be introduced to market within the forecast period.
Routine immunizations to boost vaccines demand
Biologics are also being targeted for a wider range of diseases and population segments.
Biologics are complex materials that must be produced by living cells, and their producers
have targeted small, niche populations with rare or difficult to treat conditions. However, as
the market has grown and matured, many new applications are being found for these
products. Vaccines, for example, were once focused on a small number of infectious
diseases of early childhood. The number of recommended immunizations has grown
significantly over the past decade, however, and since 2006, the Centers for Disease Control
has encouraged adolescent and adult boosters and new immunizations, including one
against the human papilloma virus associated with cervical cancer. Influenza shots are now
recommended not only for the immunocompromised, but for all adults and young children,
and investigation is well underway for vaccines that can protect against several core strains,
effectively offering herd immunity
against widespread pandemic infection. Several new vaccines are available or in late-stage
clinical trials for use both as preventives and as therapies against several forms of cancer.
Biosimilar products offer good opportunities
Impending expiry of patents for a number of biopharmaceuticals and consumer demand to
reduce treatment costs are encouraging a global market for biosimilar products. Biosimilars
2. are made by new sponsors innovating biopharmaceuticals that reference the original drug.
Manufacturers will have access to the original, commercialized products, but not to the
original molecular clones and cell banks, fermentation and purification processes, or active
drug substances. Biosimilars are subject to careful regulation. Europe has led the global
regulatory process, requiring a strict demonstration that the ―similar‖ product is highly
comparable to the original. In the US, the FDA has allowed only a few biosimilars for sale
following procedures for small molecule generics, but new regulations are under
development and biosimilars are expected to become a dominant force by 2020.
Study coverage
Details on these and other findings are contained in a new Freedonia industry study,
Biologics, available for $4900. It presents historical demand data (2000, 2005, 2010) plus
forecasts for 2015 and 2020 by product and application. This study also considers market
environment factors, evaluates company market share and profiles US industry competitors.
Table Of Contents
INTRODUCTION ix
I. EXECUTIVE SUMMARY 1
II. MARKET ENVIRONMENT 4
General 4
Demographic Patterns 5
Macroeconomic Outlook 9
Healthcare Trends 12
National Health Expenditures 13
Pharmaceutical Supply & Demand 17
Pharmaceutical Shipments by Therapeutic Class 18
Patient Activity 20
Medical Conditions 23
Acute Conditions 26
Chronic Conditions 26
Animal Health Industry Outlook 28
Technological Overview of Biologics 31
Recombinant DNA Biologics 32
Biosimilars 33
Regulation 36
Regulation of Human Biologic Therapies 36
Regulation of Biosimilar Products 39
Regulation of Biologics Research & Testing Products 40
Regulation of Animal Biologics 41
III. PRODUCTS 42
General 42
Demand by Type 43
3. Monoclonal Antibodies 46
Cancer Treatment 49
Rheumatoid Arthritis 50
Macular Degeneration 51
Psoriasis 52
Infectious Disease 53
Other Applications 53
Vaccines & Toxoids 54
Vaccines for Human Health 56
Routine Immunizations 57
Influenza 58
Therapeutic Vaccines 58
Other Vaccines 59
Animal Vaccines 60
Hormones 60
Insulin 62
Human Growth Hormone 64
Teriparatide 66
Follicle-Stimulating Hormone 66
Estrogen 67
Calcitonin 68
Thyrotropin 68
Corticotropin 69
Other Hormones 69
Growth Factors 70
Erythropoietins 72
Colony-Stimulating Factors 73
Bone Morphogenetic Proteins 74
Other Growth Factors 75
Immunomodulators 76
Immunosuppressing Agents 78
Interferons 79
Other Immunomodulators 80
Blood & Blood Products 82
Plasma & Plasma Fractions 84
Whole Blood 86
Cellular Components 86
Enzymes 90
Enzyme Replacement Therapies 91
Neuromodulators 94
Digestive Enzymes 96
Thrombolytics 98
Diagnostics 99
Other Enzymes 101
Coagulation Factors 102
Antihemophilics 103
Other Coagulation Factors 105
Other Biologics 106
4. IV. APPLICATIONS 109
General 109
Human Healthcare 110
Cancer 114
Autoimmune Diseases 119
Infectious Diseases 121
Blood Disorders 123
Diabetes 126
Other Conditions 128
Biologics for Other Uses 131
Animal Health 131
Research & All Other Applications 132
V. INDUSTRY STRUCTURE 134
General 134
Market Share 136
Competitive Strategies 147
Mergers & Acquisitions 149
Licensing & Related Agreements 154
Research & Development 169
Manufacturing 171
Marketing & Distribution 172
Company Profiles 174
Abbott Laboratories 175
Alere Incorporated 179
Alexion Pharmaceuticals Incorporated 181
Allergan Incorporated 182
Alnara Pharmaceuticals, see Eli Lilly
American Red Cross 184
Amgen Incorporated 185
Aptalis Pharma Incorporated 191
AstraZeneca plc 192
Axcan Intermediate Holdings, see Aptalis Pharma
Baxter International Incorporated 195
Bayer AG 197
BBI Enzymes, see Alere
Biogen Idec Incorporated 199
BioMarin Pharmaceutical Incorporated 200
BioVex Group, see Amgen
Blood Systems Incorporated 202
Bristol-Myers Squibb Company 203
Crucell, see Johnson & Johnson
CSL Limited 206
EKR Therapeutics Incorporated 209
Eli Lilly & Company 210
EMD Serono, see Merck KGaA
Emergent BioSolutions Incorporated 214
5. Enzon Pharmaceuticals, see sigma-tau Group
Eurand, see Aptalis Pharma
Facet Biotech, see Abbott Laboratories
Genentech, see Roche Holding
Genzyme, see Sanofi-Aventis
GlaxoSmithKline plc 219
GSK Biologicals, see GlaxoSmithKline
Halozyme Therapeutics Incorporated 225
Intercell AG 228
Inverness Medical Innovations, see Alere
Ipsen 232
Johnson & Johnson 234
Lonza Group Limited 241
Lundbeck (H.) A/S 245
Massachusetts Biologic Laboratories 247
Medarex, see Bristol-Myers Squibb
MedImmune, see AstraZeneca
Medtronic Incorporated 248
Mentor Worldwide, see Johnson & Johnson
Merck & Company Incorporated 250
Merck KGaA 257
Merial, see Sanofi-Aventis
New York Blood Center 259
Novartis AG 261
Novo Nordisk A/S 268
Organon Teknika, see Merck & Company
Ortho-McNeil-Janssen Pharmaceuticals, see Johnson &
Johnson
Ovation Pharmaceuticals, see H. Lundbeck A/S
Percivia, see Johnson & Johnson
Pfizer Incorporated 270
Questcor Pharmaceuticals Incorporated 277
ratiopharm, see Teva Pharmaceutical Industries
Roche Holding Limited 278
Sandoz International, see Novartis
Sanofi-Aventis 286
Shire plc 296
sigma-tau Group 298
Solstice Neurosciences, see US WorldMeds
Solvay SA 300
Stryker Corporation 301
Teva Pharmaceutical Industries Limited 302
Theravance, see GlaxoSmithKline
TL Biopharmaceutical, see Lonza Group & Teva
Pharmaceutical Industries
Trubion Pharmaceuticals, see Emergent BioSolutions
US WorldMeds LLC 305
Ventana Medical Systems, see Roche Holding
ViaCyte Incorporated 306
6. Vivante GMP Solutions, see Lonza Group
WiCell Research Institute 307
Wisconsin International Stem Cell Bank, see WiCell
Research Institute
Wyeth, see Pfizer
ZyStor Therapeutics, see BioMarin Pharmaceutical
Other Companies Mentioned in Study 309
List Of Tables
SECTION I — EXECUTIVE SUMMARY
Summary Table 3
SECTION II — MARKET ENVIRONMENT
1 Population & Households 8
2 Macroeconomic Indicators 12
3 National Health Expenditures by Type & Source of Payment 16
4 Pharmaceutical Supply & Demand 17
5 Pharmaceutical Shipments by Therapeutic Class 20
6 Patient Activity 23
7 Medical Conditions 25
8 Animal Population & Veterinary Health Expenditures 30
SECTION III — PRODUCTS
1 Biologics Demand by Type 45
2 Monoclonal Antibodies Demand 49
3 Vaccines Demand 56
4 Hormones Demand 62
5 Growth Factors Demand 71
6 Immunomodulators Demand 77
7 Blood & Blood Products Demand 84
8 Enzymes Demand 91
9 Coagulation Factors Demand 103
10 Other Biologics Demand 108
SECTION IV — APPLICATIONS
1 Biologics Demand by Application 110
2 Biologics Demand for Human Healthcare by Condition & Use 112
3 Cancer Biologics Demand 115
4 Autoimmune Biologics Demand 121
5 Infectious Diseases Biologics Demand 123
6 Blood Disorders Biologics Demand 126
7 Diabetes Biologics Demand 128
8 Other Human Health Biologics Demand
by Condition & Product 130
9 Biologics Demand for Other Applications 131
SECTION V — INDUSTRY STRUCTURE
1 US Biologics Sales by Company, 2010 135
2 Selected Acquisitions & Divestitures 151
3 Selected Cooperative Agreements 156
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