This document discusses differentiation and positioning strategies for online marketing. It defines differentiation as adding meaningful differences to distinguish a product from competitors. Companies can differentiate along dimensions like product, services, personnel, channel, and image. Specific internet differentiation strategies include site environment, making intangibles tangible, building trust, efficient order processing, pricing, and customer relationship management. Positioning involves creating a desired image in the public's mind based on relevant attributes, benefits, user categories, competitors, or an integrator role. The document provides examples of how companies have implemented various differentiation and positioning strategies online.
5 Levels of Market Differentiation StrategiesGraham McInnes
Every brand faces the dual challenge of positively influencing growth (by capturing new customers) and doing it in a way that promotes loyalty to the brand. Here is my view of the 5 Levels of Market Differentiation Strategies
Porter's Generic Strategies with examplesdipalij07
This Presentation is containing brief description of generic strategies with examples of companies in detail....
Hope it will be helpful to everybody....
Enjoy...!! :)
Me likes to design derivatives for film direction in comming time@facebook ac...Deepak Somaji-Sawant
Mr. Deepak Somaji Sawant submitted a film presentation to a major film studio based on myths, historical facts, or political movements related to astrology. He wants to design film concepts moving forward under his new name "Deepak-Atim.Somaji-Sawant" and can be reached on his Facebook account. He signs the letter with both his registered Hindu name and his referral Catholics name of Mr. Ronnie Vorshet-Bhrigyanza.
Paul Thomas Anderson is known for his distinctive cinematic style which incorporates four key elements - kinetic camera work including long tracking shots, the subtle yet striking use of light and color, the creation of complex multidimensional characters, and the use of oppositional musical juxtapositions in his soundtracks. The document examines each of these elements in Anderson's films and how they contribute to his unique filmmaking approach and vision.
1) The document discusses the most suitable office fengshui positions for those born in the Chinese zodiac year of the Tiger. It recommends positions of authority, power behind the staff, and safe locations for fiscal duties.
2) The lucky office positions recommended for different Tiger birth years are facing northwest, east, west, or northwest.
3) The suitable office locations for the fiscal position depend on the Tiger's birth year being a Wuyin, Gengyin, Rengeng, or Jiageng year and being in the east, east, south, or southeast areas.
4) The document outlines taboos such as not placing heaters, clutter, or artificial flowers
This document summarizes research on palm and sole prints. It describes how palm and sole prints in humans retain vestigial patterns from our evolutionary ancestors. These patterns were once pads that aided primates in climbing and grasping trees but have lost importance over time as humans became terrestrial. The wide variation seen in individual human palm and sole prints reflects this loss of importance. Studying these prints can provide insight into human evolution and variations between individuals and populations.
This document provides a list of demigods from various mythologies including Greek, Roman, Hindu, Norse, and Celtic mythology as well as some from popular fiction. A demigod is defined as the offspring of a deity and a mortal. Some of the notable demigods mentioned include Achilles from Greek mythology who was the son of the sea nymph Thetis and the mortal Peleus, and Romulus and Remus from Roman mythology who were the twin sons of the god Mars and the mortal Rhea Silvia. The list also includes demigods from Hindu mythology such as Arjuna, the son of Indra, and Hanuman, the son of Vayu, as well as demigods
This document discusses differentiation and positioning strategies for online marketing. It defines differentiation as adding meaningful differences to distinguish a product from competitors. Companies can differentiate along dimensions like product, services, personnel, channel, and image. Specific internet differentiation strategies include site environment, making intangibles tangible, building trust, efficient order processing, pricing, and customer relationship management. Positioning involves creating a desired image in the public's mind based on relevant attributes, benefits, user categories, competitors, or an integrator role. The document provides examples of how companies have implemented various differentiation and positioning strategies online.
5 Levels of Market Differentiation StrategiesGraham McInnes
Every brand faces the dual challenge of positively influencing growth (by capturing new customers) and doing it in a way that promotes loyalty to the brand. Here is my view of the 5 Levels of Market Differentiation Strategies
Porter's Generic Strategies with examplesdipalij07
This Presentation is containing brief description of generic strategies with examples of companies in detail....
Hope it will be helpful to everybody....
Enjoy...!! :)
Me likes to design derivatives for film direction in comming time@facebook ac...Deepak Somaji-Sawant
Mr. Deepak Somaji Sawant submitted a film presentation to a major film studio based on myths, historical facts, or political movements related to astrology. He wants to design film concepts moving forward under his new name "Deepak-Atim.Somaji-Sawant" and can be reached on his Facebook account. He signs the letter with both his registered Hindu name and his referral Catholics name of Mr. Ronnie Vorshet-Bhrigyanza.
Paul Thomas Anderson is known for his distinctive cinematic style which incorporates four key elements - kinetic camera work including long tracking shots, the subtle yet striking use of light and color, the creation of complex multidimensional characters, and the use of oppositional musical juxtapositions in his soundtracks. The document examines each of these elements in Anderson's films and how they contribute to his unique filmmaking approach and vision.
1) The document discusses the most suitable office fengshui positions for those born in the Chinese zodiac year of the Tiger. It recommends positions of authority, power behind the staff, and safe locations for fiscal duties.
2) The lucky office positions recommended for different Tiger birth years are facing northwest, east, west, or northwest.
3) The suitable office locations for the fiscal position depend on the Tiger's birth year being a Wuyin, Gengyin, Rengeng, or Jiageng year and being in the east, east, south, or southeast areas.
4) The document outlines taboos such as not placing heaters, clutter, or artificial flowers
This document summarizes research on palm and sole prints. It describes how palm and sole prints in humans retain vestigial patterns from our evolutionary ancestors. These patterns were once pads that aided primates in climbing and grasping trees but have lost importance over time as humans became terrestrial. The wide variation seen in individual human palm and sole prints reflects this loss of importance. Studying these prints can provide insight into human evolution and variations between individuals and populations.
This document provides a list of demigods from various mythologies including Greek, Roman, Hindu, Norse, and Celtic mythology as well as some from popular fiction. A demigod is defined as the offspring of a deity and a mortal. Some of the notable demigods mentioned include Achilles from Greek mythology who was the son of the sea nymph Thetis and the mortal Peleus, and Romulus and Remus from Roman mythology who were the twin sons of the god Mars and the mortal Rhea Silvia. The list also includes demigods from Hindu mythology such as Arjuna, the son of Indra, and Hanuman, the son of Vayu, as well as demigods
- The document discusses the creation of Card 12 "The Hanging Man" in the Sacred India Tarot deck. It includes notes and correspondence between Rohit Arya and Jane discussing visual ideas and the story of Trishanku that inspired the card.
- Trishanku was a king who wanted to ascend to heaven in bodily form. He was cursed and turned into an outcast after angering sages. He was left eternally suspended between heaven and earth as punishment.
- The notes discuss depicting Trishanku upside down hanging in space surrounded by stars, with depictions of heaven and earth. The face should express lessons learned through pain rather than torment.
- Additional notes
This document provides a review and commentary on the 2018 Hindi film Kaala. It summarizes the film's plot involving a battle between two powerful rulers portrayed by the main actors. It notes the acting talents displayed but expresses some concerns about the level of chaos and violence depicted. The document continues with additional commentary on the performances of the main and opposing actors. It concludes by requesting that mythological figures and deities not be utilized inappropriately in fictional film roles out of respect.
The document provides information about a person's new name and identity according to Hindu and Catholic traditions. It states that the person's new Hindu name is Jay-Sun.Luzabeeth and their former Catholic name is RoonwunSun-LarryLingham. It also shares predictions from gods about the person's future, including having seven queen titles and 25 princess titles, and working as a film director, writer, and actor within the arts.
The big movie very speci fic review the solo a star wars story .Deepak Somaji-Sawant
1. The document provides a review of the movie Solo: A Star Wars Story by someone who saw it at an IMAX theater in Thane, India.
2. The review praises the film's direction, post-production effects, computer graphics, and leaves an opening for a potential sequel.
3. The reviewer believes big budget films depend on social media and fan networks to be successful by filling theater seats and generating buzz.
Police officer is one of 22 high-paying jobs that don't require a college degree according to a May 20, 2018 news article. While some police forces require an associate degree, most only need a high school diploma. After approval, candidates must graduate from the police training academy and complete on-the-job training. The average annual salary for police officers is $61,600 according to the US Department of Labor statistics.
The document discusses a tele-link message received from Arch Angels Frigg and Serena on March 29, 2018. The message was regarding name coding by Mayan gods Iztega and goddesses Iztegee identifying the recipient as Rajah-Raja from the god Prithvee-Shani Deva for the First-Order Universe-Space-Planet. The efforts were in celebration of the Mayan Universe Calendar resetting in May 2013 when the recipient's life was saved from a wild animal near mountains while traveling from their native place house to temples in the evening in May 2013.
Cloud telewaves@tele-link messaging from the big god and big godesses .Deepak Somaji-Sawant
The document discusses communications received through cloud networks from large deities in the night sky referred to as the Big God and Big Goddesses. These deities, Pritam Shiva Dev and Manik-Jung-Gunee-Kali Devi, established a telepathic network to contact the author after they emerged from a coma-like state in 2002. The author believes these communications may represent ancient symbols from over 30,000 years ago meant to enlighten humanity.
This document discusses auspicious signs and symbols in palmistry. It describes 12 signs that are considered lucky, including the symbols "田", "文", "吕", "品", "女", "口", "米", "王", and "井". Each sign is said to have a different meaning, such as suggesting wealth from business, intelligence, leadership ability, or an excellent partner. Having these rare and clearly defined symbols on one's palms is considered auspicious.
The document is a newsletter on palmistry and hand analysis by Angela Mattey. It discusses the overwhelming positive response to the palmistry newsletters and Angela's decision to devote future newsletters to answering readers' questions. The newsletter then proceeds to answer two readers' questions - one about lines in the palm breaking up into different directions, and another about determining hand dominance. Angela provides illustrations and explanations for interpreting various palm lines and shapes, and encourages readers to learn more by purchasing palmistry lessons.
Avengers infinity-war new hollywood film review with sequel-02 projection fro...Deepak Somaji-Sawant
This document provides a review of the film Avengers: Infinity War including a summary of the plot, praise for the film direction and computer generated designs, and positive comments about the main actors' performances. It also outlines potential ideas for a sequel, including the Avengers returning to space to counter Thanos, engaging in mythology-inspired battles on islands to try to defeat him, and Thanos potentially realizing the importance of life in the universe and removing the soul stones.
King-In-Born @Enlightened Light For–Me !!. The arch angels Orlene and Athena provided new name coding for the individual as (Shyameshvara-Somaji-Sawant-Bhonsle). They shared social network communication details from social friends about visits to Hollywood, Hindi, and South Indian films. The individual's birth showed semi-facial enlightening light qualities for the first two days in the hospital in Mumbai, India. A pre-generation Hindu name of (Dwitiya-Shiva.Prasenneth) was given on the fifth morning. A pre-generation Catholics name of (LLeweLLyn-LarryLingham)
The document discusses Hindu symbolism related to the sun, moon, and Venus segment. It refers to connecting two symbolisms from the base of the Venus segment on the left hand. The author believes they have discovered and acquired a new symbolism through enlightenment to establish a new coded name for themselves combining Shyameshvara, Sawant, and Bhonsle. Photos of the author's hands accompany the document.
1. The document discusses the writer's career experience in three industries: cinema from 1996-2000, broadcast from 2000-2003, and civil infrastructure/surveying from 1993-1995 and briefly in 2006-2007.
2. In cinema, the writer managed projects for sound and projection system installations. In broadcast, the writer sold professional video equipment and provided support.
3. The writer's roles included project manager, sales manager, and senior sales engineer for various companies in India.
1. The document discusses opportunities for developing new resources and industries on an "invisible earth" including mineral resources, oil drilling, shipping, agriculture, space craft production, broadcasting, and film.
2. It also outlines opportunities for new telecommunication networks, infrastructure development, international call centers, and placements in tourism.
3. The document is signed by Mr. Deepak-Somaji-Sawant under his registered Hindu birth name and Mr. RonnieVorshet-Bhrigyanza under his referral Catholics name.
The document discusses a special soul creation and branching for Supremacy-Raja Venus by the gods Vrig-Vandana Deva and Vrig-Vandanee Devi. It notes that the primary name given to this special human soul creation was (Saangha-Pradhan.Urge-Lingham), which was discovered to be the pre-name coding for the Gods-Island (Vorvovenos) from ancient times. It also provides biographical details about the author, Mr. Deepak Somaji Sawant, and his educational and professional background.
1. The document is a letter from Mr. Deepak-Somaji-Sawant discussing his reset life following an accident in 2002 and soul-setting completed in 2018.
2. As a child, he suffered damages to his body by a non-relative that closed off his fortunes and potential to become a millionaire from 1974 until his accident.
3. Now that his soul-setting is complete in 2018, he is experiencing a recovery and renewed wealthiness.
The document discusses the soul-dualism creation principles for the universe over a 30 year period from 1965 to 1995 on Earth in India. It then mentions that prayers and spiritual life have extended the reset life of the soul for an additional 30+ years of new living. The latest information provided dates to April 15, 2018 and states that the final authority chief devdoot EElanka from the Trig-Amig universe has decided to continue the person's life for an additional 25 years, with the coming death date again being April 22nd after fulfilling this additional 25 years of life.
1. The document provides a summary of myths and symbolism discussed in the movie Ready Player One, which the author recently watched.
2. Key myths and symbols discussed include the Celtic god Manannan Mac Lir and the symbolism of the key.
3. The movie depicts a virtual reality world where players take on quests and battles, and draws from mythology in depicting lands and creatures.
Ready player-one from holltwood english movie speci fic reveiw..Deepak Somaji-Sawant
The document provides a summary and review of the movie Ready Player One. It discusses some of the advanced technological scenes and graphics in the film. It also references myths and characters from Hindu mythology that appeared in the film, including references to the god Shiva and his son Amit. Overall, it praises the filmmaking quality and concepts in Ready Player One and recommends viewers see it, especially in preparation for potential future sequels that could expand the gaming and battle universe depicted in the film.
This document discusses additional birth names that were acquired through telepathic senses for the author Mr. Deepak-Somaji-Sawant and his brother Mr. Ajit Somaji-Sawant. The additional birth names of Shyameshvara-Sawant.Bhonsle and Rameshvara-Sawant.Bhonsle were received from a friend during a visit to a temple in 1970. Details are also provided about the author's career ambitions in tourism and infrastructure and his brother's career and qualifications as a medical doctor.
Open Source Contributions to Postgres: The Basics POSETTE 2024ElizabethGarrettChri
Postgres is the most advanced open-source database in the world and it's supported by a community, not a single company. So how does this work? How does code actually get into Postgres? I recently had a patch submitted and committed and I want to share what I learned in that process. I’ll give you an overview of Postgres versions and how the underlying project codebase functions. I’ll also show you the process for submitting a patch and getting that tested and committed.
- The document discusses the creation of Card 12 "The Hanging Man" in the Sacred India Tarot deck. It includes notes and correspondence between Rohit Arya and Jane discussing visual ideas and the story of Trishanku that inspired the card.
- Trishanku was a king who wanted to ascend to heaven in bodily form. He was cursed and turned into an outcast after angering sages. He was left eternally suspended between heaven and earth as punishment.
- The notes discuss depicting Trishanku upside down hanging in space surrounded by stars, with depictions of heaven and earth. The face should express lessons learned through pain rather than torment.
- Additional notes
This document provides a review and commentary on the 2018 Hindi film Kaala. It summarizes the film's plot involving a battle between two powerful rulers portrayed by the main actors. It notes the acting talents displayed but expresses some concerns about the level of chaos and violence depicted. The document continues with additional commentary on the performances of the main and opposing actors. It concludes by requesting that mythological figures and deities not be utilized inappropriately in fictional film roles out of respect.
The document provides information about a person's new name and identity according to Hindu and Catholic traditions. It states that the person's new Hindu name is Jay-Sun.Luzabeeth and their former Catholic name is RoonwunSun-LarryLingham. It also shares predictions from gods about the person's future, including having seven queen titles and 25 princess titles, and working as a film director, writer, and actor within the arts.
The big movie very speci fic review the solo a star wars story .Deepak Somaji-Sawant
1. The document provides a review of the movie Solo: A Star Wars Story by someone who saw it at an IMAX theater in Thane, India.
2. The review praises the film's direction, post-production effects, computer graphics, and leaves an opening for a potential sequel.
3. The reviewer believes big budget films depend on social media and fan networks to be successful by filling theater seats and generating buzz.
Police officer is one of 22 high-paying jobs that don't require a college degree according to a May 20, 2018 news article. While some police forces require an associate degree, most only need a high school diploma. After approval, candidates must graduate from the police training academy and complete on-the-job training. The average annual salary for police officers is $61,600 according to the US Department of Labor statistics.
The document discusses a tele-link message received from Arch Angels Frigg and Serena on March 29, 2018. The message was regarding name coding by Mayan gods Iztega and goddesses Iztegee identifying the recipient as Rajah-Raja from the god Prithvee-Shani Deva for the First-Order Universe-Space-Planet. The efforts were in celebration of the Mayan Universe Calendar resetting in May 2013 when the recipient's life was saved from a wild animal near mountains while traveling from their native place house to temples in the evening in May 2013.
Cloud telewaves@tele-link messaging from the big god and big godesses .Deepak Somaji-Sawant
The document discusses communications received through cloud networks from large deities in the night sky referred to as the Big God and Big Goddesses. These deities, Pritam Shiva Dev and Manik-Jung-Gunee-Kali Devi, established a telepathic network to contact the author after they emerged from a coma-like state in 2002. The author believes these communications may represent ancient symbols from over 30,000 years ago meant to enlighten humanity.
This document discusses auspicious signs and symbols in palmistry. It describes 12 signs that are considered lucky, including the symbols "田", "文", "吕", "品", "女", "口", "米", "王", and "井". Each sign is said to have a different meaning, such as suggesting wealth from business, intelligence, leadership ability, or an excellent partner. Having these rare and clearly defined symbols on one's palms is considered auspicious.
The document is a newsletter on palmistry and hand analysis by Angela Mattey. It discusses the overwhelming positive response to the palmistry newsletters and Angela's decision to devote future newsletters to answering readers' questions. The newsletter then proceeds to answer two readers' questions - one about lines in the palm breaking up into different directions, and another about determining hand dominance. Angela provides illustrations and explanations for interpreting various palm lines and shapes, and encourages readers to learn more by purchasing palmistry lessons.
Avengers infinity-war new hollywood film review with sequel-02 projection fro...Deepak Somaji-Sawant
This document provides a review of the film Avengers: Infinity War including a summary of the plot, praise for the film direction and computer generated designs, and positive comments about the main actors' performances. It also outlines potential ideas for a sequel, including the Avengers returning to space to counter Thanos, engaging in mythology-inspired battles on islands to try to defeat him, and Thanos potentially realizing the importance of life in the universe and removing the soul stones.
King-In-Born @Enlightened Light For–Me !!. The arch angels Orlene and Athena provided new name coding for the individual as (Shyameshvara-Somaji-Sawant-Bhonsle). They shared social network communication details from social friends about visits to Hollywood, Hindi, and South Indian films. The individual's birth showed semi-facial enlightening light qualities for the first two days in the hospital in Mumbai, India. A pre-generation Hindu name of (Dwitiya-Shiva.Prasenneth) was given on the fifth morning. A pre-generation Catholics name of (LLeweLLyn-LarryLingham)
The document discusses Hindu symbolism related to the sun, moon, and Venus segment. It refers to connecting two symbolisms from the base of the Venus segment on the left hand. The author believes they have discovered and acquired a new symbolism through enlightenment to establish a new coded name for themselves combining Shyameshvara, Sawant, and Bhonsle. Photos of the author's hands accompany the document.
1. The document discusses the writer's career experience in three industries: cinema from 1996-2000, broadcast from 2000-2003, and civil infrastructure/surveying from 1993-1995 and briefly in 2006-2007.
2. In cinema, the writer managed projects for sound and projection system installations. In broadcast, the writer sold professional video equipment and provided support.
3. The writer's roles included project manager, sales manager, and senior sales engineer for various companies in India.
1. The document discusses opportunities for developing new resources and industries on an "invisible earth" including mineral resources, oil drilling, shipping, agriculture, space craft production, broadcasting, and film.
2. It also outlines opportunities for new telecommunication networks, infrastructure development, international call centers, and placements in tourism.
3. The document is signed by Mr. Deepak-Somaji-Sawant under his registered Hindu birth name and Mr. RonnieVorshet-Bhrigyanza under his referral Catholics name.
The document discusses a special soul creation and branching for Supremacy-Raja Venus by the gods Vrig-Vandana Deva and Vrig-Vandanee Devi. It notes that the primary name given to this special human soul creation was (Saangha-Pradhan.Urge-Lingham), which was discovered to be the pre-name coding for the Gods-Island (Vorvovenos) from ancient times. It also provides biographical details about the author, Mr. Deepak Somaji Sawant, and his educational and professional background.
1. The document is a letter from Mr. Deepak-Somaji-Sawant discussing his reset life following an accident in 2002 and soul-setting completed in 2018.
2. As a child, he suffered damages to his body by a non-relative that closed off his fortunes and potential to become a millionaire from 1974 until his accident.
3. Now that his soul-setting is complete in 2018, he is experiencing a recovery and renewed wealthiness.
The document discusses the soul-dualism creation principles for the universe over a 30 year period from 1965 to 1995 on Earth in India. It then mentions that prayers and spiritual life have extended the reset life of the soul for an additional 30+ years of new living. The latest information provided dates to April 15, 2018 and states that the final authority chief devdoot EElanka from the Trig-Amig universe has decided to continue the person's life for an additional 25 years, with the coming death date again being April 22nd after fulfilling this additional 25 years of life.
1. The document provides a summary of myths and symbolism discussed in the movie Ready Player One, which the author recently watched.
2. Key myths and symbols discussed include the Celtic god Manannan Mac Lir and the symbolism of the key.
3. The movie depicts a virtual reality world where players take on quests and battles, and draws from mythology in depicting lands and creatures.
Ready player-one from holltwood english movie speci fic reveiw..Deepak Somaji-Sawant
The document provides a summary and review of the movie Ready Player One. It discusses some of the advanced technological scenes and graphics in the film. It also references myths and characters from Hindu mythology that appeared in the film, including references to the god Shiva and his son Amit. Overall, it praises the filmmaking quality and concepts in Ready Player One and recommends viewers see it, especially in preparation for potential future sequels that could expand the gaming and battle universe depicted in the film.
This document discusses additional birth names that were acquired through telepathic senses for the author Mr. Deepak-Somaji-Sawant and his brother Mr. Ajit Somaji-Sawant. The additional birth names of Shyameshvara-Sawant.Bhonsle and Rameshvara-Sawant.Bhonsle were received from a friend during a visit to a temple in 1970. Details are also provided about the author's career ambitions in tourism and infrastructure and his brother's career and qualifications as a medical doctor.
Open Source Contributions to Postgres: The Basics POSETTE 2024ElizabethGarrettChri
Postgres is the most advanced open-source database in the world and it's supported by a community, not a single company. So how does this work? How does code actually get into Postgres? I recently had a patch submitted and committed and I want to share what I learned in that process. I’ll give you an overview of Postgres versions and how the underlying project codebase functions. I’ll also show you the process for submitting a patch and getting that tested and committed.
Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...Aggregage
This webinar will explore cutting-edge, less familiar but powerful experimentation methodologies which address well-known limitations of standard A/B Testing. Designed for data and product leaders, this session aims to inspire the embrace of innovative approaches and provide insights into the frontiers of experimentation!
Orchestrating the Future: Navigating Today's Data Workflow Challenges with Ai...Kaxil Naik
Navigating today's data landscape isn't just about managing workflows; it's about strategically propelling your business forward. Apache Airflow has stood out as the benchmark in this arena, driving data orchestration forward since its early days. As we dive into the complexities of our current data-rich environment, where the sheer volume of information and its timely, accurate processing are crucial for AI and ML applications, the role of Airflow has never been more critical.
In my journey as the Senior Engineering Director and a pivotal member of Apache Airflow's Project Management Committee (PMC), I've witnessed Airflow transform data handling, making agility and insight the norm in an ever-evolving digital space. At Astronomer, our collaboration with leading AI & ML teams worldwide has not only tested but also proven Airflow's mettle in delivering data reliably and efficiently—data that now powers not just insights but core business functions.
This session is a deep dive into the essence of Airflow's success. We'll trace its evolution from a budding project to the backbone of data orchestration it is today, constantly adapting to meet the next wave of data challenges, including those brought on by Generative AI. It's this forward-thinking adaptability that keeps Airflow at the forefront of innovation, ready for whatever comes next.
The ever-growing demands of AI and ML applications have ushered in an era where sophisticated data management isn't a luxury—it's a necessity. Airflow's innate flexibility and scalability are what makes it indispensable in managing the intricate workflows of today, especially those involving Large Language Models (LLMs).
This talk isn't just a rundown of Airflow's features; it's about harnessing these capabilities to turn your data workflows into a strategic asset. Together, we'll explore how Airflow remains at the cutting edge of data orchestration, ensuring your organization is not just keeping pace but setting the pace in a data-driven future.
Session in https://budapestdata.hu/2024/04/kaxil-naik-astronomer-io/ | https://dataml24.sessionize.com/session/667627
Build applications with generative AI on Google CloudMárton Kodok
We will explore Vertex AI - Model Garden powered experiences, we are going to learn more about the integration of these generative AI APIs. We are going to see in action what the Gemini family of generative models are for developers to build and deploy AI-driven applications. Vertex AI includes a suite of foundation models, these are referred to as the PaLM and Gemini family of generative ai models, and they come in different versions. We are going to cover how to use via API to: - execute prompts in text and chat - cover multimodal use cases with image prompts. - finetune and distill to improve knowledge domains - run function calls with foundation models to optimize them for specific tasks. At the end of the session, developers will understand how to innovate with generative AI and develop apps using the generative ai industry trends.
Predictably Improve Your B2B Tech Company's Performance by Leveraging DataKiwi Creative
Harness the power of AI-backed reports, benchmarking and data analysis to predict trends and detect anomalies in your marketing efforts.
Peter Caputa, CEO at Databox, reveals how you can discover the strategies and tools to increase your growth rate (and margins!).
From metrics to track to data habits to pick up, enhance your reporting for powerful insights to improve your B2B tech company's marketing.
- - -
This is the webinar recording from the June 2024 HubSpot User Group (HUG) for B2B Technology USA.
Watch the video recording at https://youtu.be/5vjwGfPN9lw
Sign up for future HUG events at https://events.hubspot.com/b2b-technology-usa/
Codeless Generative AI Pipelines
(GenAI with Milvus)
https://ml.dssconf.pl/user.html#!/lecture/DSSML24-041a/rate
Discover the potential of real-time streaming in the context of GenAI as we delve into the intricacies of Apache NiFi and its capabilities. Learn how this tool can significantly simplify the data engineering workflow for GenAI applications, allowing you to focus on the creative aspects rather than the technical complexities. I will guide you through practical examples and use cases, showing the impact of automation on prompt building. From data ingestion to transformation and delivery, witness how Apache NiFi streamlines the entire pipeline, ensuring a smooth and hassle-free experience.
Timothy Spann
https://www.youtube.com/@FLaNK-Stack
https://medium.com/@tspann
https://www.datainmotion.dev/
milvus, unstructured data, vector database, zilliz, cloud, vectors, python, deep learning, generative ai, genai, nifi, kafka, flink, streaming, iot, edge
End-to-end pipeline agility - Berlin Buzzwords 2024Lars Albertsson
We describe how we achieve high change agility in data engineering by eliminating the fear of breaking downstream data pipelines through end-to-end pipeline testing, and by using schema metaprogramming to safely eliminate boilerplate involved in changes that affect whole pipelines.
A quick poll on agility in changing pipelines from end to end indicated a huge span in capabilities. For the question "How long time does it take for all downstream pipelines to be adapted to an upstream change," the median response was 6 months, but some respondents could do it in less than a day. When quantitative data engineering differences between the best and worst are measured, the span is often 100x-1000x, sometimes even more.
A long time ago, we suffered at Spotify from fear of changing pipelines due to not knowing what the impact might be downstream. We made plans for a technical solution to test pipelines end-to-end to mitigate that fear, but the effort failed for cultural reasons. We eventually solved this challenge, but in a different context. In this presentation we will describe how we test full pipelines effectively by manipulating workflow orchestration, which enables us to make changes in pipelines without fear of breaking downstream.
Making schema changes that affect many jobs also involves a lot of toil and boilerplate. Using schema-on-read mitigates some of it, but has drawbacks since it makes it more difficult to detect errors early. We will describe how we have rejected this tradeoff by applying schema metaprogramming, eliminating boilerplate but keeping the protection of static typing, thereby further improving agility to quickly modify data pipelines without fear.