Counting trees, locating illegal dumping areas, learn how artificial intelligence supports saving the world and meet Ewa Guard

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Every year Earth loses 18.7 million acres of forests — that’s 27 soccer fields per minute (link to the source). In addition, pollution is ruining our environment. The Polish State Forests pay PLN 20 million annually for cleaning up garbage abandoned illegally in forest areas (link to sources, in Polish). It seems that in 2020, rubbish in the forest is, unfortunately, becoming a real plague. Ewa Guard is a solution that leverages artificial intelligence to automatically analyze photos and video materials to e.g. count young trees, locate illegal garbage dumps, etc. Learn more at www.byteLAKE.com/en/EwaGuard and in a related article: https://medium.com/@marcrojek/counting-trees-locating-illegal-dumping-areas-learn-how-artificial-intelligence-supports-saving-eb256f3fcd33

Technology

byteLAKE
Addressing humanity’s greatest challenges
Large areas analytics

Ewa Guard
AI helping address humanity's greatest challenges like
reforestation and illegal dumping detection.
Earth Water Air

Forestry Management with AI
AI analyzing drones’ footage
& reducing manual work in reforestation

Ewa Guard:
1. Integrate byteLAKE’s
Ewa Guard into your
system (on-premise,
Cloud)
2. Ewa Guard will analyze
drones’ footage and
provide analytics
Ewa Guard can be trained
to analyze images or videos
and extract the information
you need.
Contact us to learn more!

Detecting young trees
Tree
Tree
Tree
Tree
Tree
Tree
Tree
Tree
Tree
Tree
Tree
Tree
Tree
Tree
Tree
Tree
Tree
Tree

Ewa Guard’s AI Model Training optimized & accelerated
with Lenovo AI Innovation Centers
• Ewa Guard’s Deep Neural Network
Reduced 336 hours (2 weeks) to 6 hours
56 x speed-up
Layers: 27
Epochs: 10 000
Images: 400 (416x416 px)
Accuracy: 92-95%
Original HW:
2x Intel Xeon E5-2695 CPU
256 GB of RAM
Lenovo HW:
SR650
2x Intel Xeon Gold 6148 CPU
Nvidia T4
768GB of RAM

Illegal Dumping Detection in numbers
Solution brief:
• Layers: 32
• Epochs: 15 000
• Images: 650 (416x416 px)
• Accuracy: 90% tyres detected
Hardware:
• NVIDIA GTX 1060
• Learning time: 12h
Layers:
• 23 convolution layers
• 1 region layers
• 2 route layers
• 1 reorg layer

Mitigating the Impact of Deforestation
Did you know that Earth loses ~19 million acres of forests per year,
which is equal to 27 soccer fields every minute?
Video: youtu.be/4FpcAJoEbgw

Demo at SC19 in Denver, Colorado
AI & HPC Convergence in Action
Video: youtu.be/sahfHyoq2dk

Contact us at EwaGuard@byteLAKE.com
to learn more and request a demo.
Learn more:
byteLAKE.com/en/EwaGuard

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byteLAKE's CFD Suite (AI-accelerated CFD) - AI Training at the Edge (benchmark)

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#AI and #HPC convergence is here and is here to stay and accelerate innovations across industries. The increased availability of data, hardware advancements leading to increased computational capabilities, and new algorithms and mathematical models have collectively resulted in the accelerated AI expansion in all sorts of applications. This, however, creates high computational needs which naturally have been more and more successfully addressed by HPC (High-Performance Computing). In that sense, AI & HPC complement each other. HPC infrastructure is often used to train AI’s powerful algorithms by leveraging huge amounts of sample data (training set) and in that way enables AI models (trained algorithms) to recognize shapes, objects (machine vision), find answers hidden in the data (predictive maintenance, data analytics) or accelerate time to results (predict the outcome of complex engineering simulations). We at byteLAKE have been closely working with Lenovo, Lenovo Infrastructure Solutions Group, Intel Corporation, NVIDIA and many more to ensure that our AI-powered products not only help our clients efficiently automate various operations and reduce time and cost but also are highly optimized and make the most of the hardware and software infrastructure where they are deployed. Besides our efforts in bringing AI solutions to the paper industry and manufacturing in general (which I described in my previous post), our efforts in bringing value thru AI in the chemical industry highly benefit from HPC's capabilities to dynamically scale and keep up with performance requirements. Our product, #CFDSuite (AI-accelerated CFD) leverages HPC to efficiently analyze historic CFD simulations and makes it possible for our clients to predict their outcomes on various edge devices i.e. laptops, desktop PCs or local edge servers. And with that in mind, I am very happy to see the byteLAKE team becoming one of the drivers of AI & HPC convergence and leveraging it to bring innovations to various industries. Links: - byteLAKE's Cognitive Services: www.byteLAKE.com/en/CognitiveServices (Cognitive Services (AI for Paper Industry & Manufacturing)). Related blog post series: www.byteLAKE.com/en/CognitiveServices-toc - byteLAKE's CFD Suite: www.byteLAKE.com/en/CFDSuite. Related blog post series: www.byteLAKE.com/en/AI4CFD-toc - byteLAKE’s CFD Suite (AI-accelerated CFD) — HPC scalability report: https://marcrojek.medium.com/bytelakes-cfd-suite-ai-accelerated-cfd-hpc-scalability-report-25f9786e6123 (full report: https://www.slideshare.net/byteLAKE/bytelakes-cfd-suite-aiaccelerated-cfd-hpc-scalability-report-april21) - byteLAKE's CFD Suite (AI-accelerated CFD) - product community: www.bytelake.com/en/AI4CFD-pt2 (LinkedIn and Facebook groups) #AI #IoT #Manufacturing #Automotive #Paper #PaperIndustry #ChemicalIndustry #CFD #FluidDynamics #OpenFOAM #ArtificialIntelligence #DeepLearning #MachineLearning #ComputerVision #Automation #Industry40

AI in Manufacturing: moving AI from Idea to Execution

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Have you seen Intel's latest IoT RFP Ready Kit Solutions Playbook yet? We are happy to see byteLAKE's Cognitive Services there! We have already deployed our product in Paper Mills where our solution helps monitor the paper-making process and avoid expensive downtimes. Also, the cognitive services have been successfully deployed in manufacturing, helping production engineers optimize various operations related to faulty parts early detection. Besides AI-assisted Visual Inspection, we have upgraded the product with AI-powered Big Data analytics where we can find answers hidden in data received via various IoT sensors like microphones for instance. Yet so much more is on our roadmap! Plus, we have also optimized all our AI software with Intel's latest OpenVINO, ensuring excellent performance, compatibility across various configurations, matching GPU performance and most importantly, reducing the total cost of ownership for our clients! Links: - Intel® IoT RFP Ready Kit Solutions Playbook: https://www.intel.com/content/www/us/en/products/solutions/iot/playbook.html - byteLAKE @ Intel® Solutions Marketplace: https://marketplace.intel.com/s/partner/a5S3b0000002k8EEAQ/bytelake?language=en_US - byteLAKE: www.byteLAKE.com/en/CognitiveServices, Intel's Gold Partner - Cognitive Services (AI for Paper Industry & Manufacturing) (related blog post series: www.byteLAKE.com/en/CognitiveServices-toc) - Case Studies: https://www.intel.com/content/www/us/en/data-center/idc-bytelake-case-study.html and https://www.insight.tech/retail/paper-mills-press-on-with-ai-visual-inspection - Interview: https://youtu.be/bUt9J7FMyVs Powered by Intel AI, #OpenVINO #AI #IoT #Manufacturing #Automotive #Paper #PaperIndustry #ChemicalIndustry #CFD #FluidDynamics #OpenFOAM #ArtificialIntelligence #DeepLearning #MachineLearning #ComputerVision #Automation #Industry40

byteLAKE's Cognitive Services @ Intel® IoT RFP Ready Kit Solutions Playbook

byteLAKE

byteLAKE pioneers the use of AI and HPC to provide automated and data-driven solutions for its customers. Case study: https://www.intel.com/content/www/us/en/data-center/idc-bytelake-case-study.html byteLAKE Artificial Intelligence for Chemical Industry, Paper Industry and Manufacturing. We build AI products and help design custom AI software. About byteLAKE byteLAKE is a software company that builds Artificial Intelligence products for the chemical industry, paper industry and manufacturing. byteLAKE's CFD Suite leverages AI to reduce CFD (Computational Fluid Dynamics) chemical mixing simulations’ time from hours to minutes. byteLAKE's Cognitive Services offer AI-assisted Visual Inspection and Big Data analytics for the paper industry, detecting and visually inspecting the so-called Water Line and complex tasks automation for manufacturing. The company also offers custom AI software development for real-time data analytics (image / video / sound / time-series). To learn more about byteLAKE’s innovations, go to www.byteLAKE.com.

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Made in Wrocław to święto wrocławskich innowacji. Zespół byteLAKE zaprezentował wybrane rozwiązania dla Przemysłu 4.0. Linki: - wideo: https://youtu.be/4n0VVKqPcfo (pena relacja: https://youtu.be/YzOew04BAXs) - seria powiązanych wpisów na blogu: https://www.byteLAKE.com/en/CognitiveServices-toc - www.byteLAKE.com/en/CognitiveServices - Podcast w RadioLUZ: https://bit.ly/3kcsJiV - Podcast w RadioRAM: https://www.radioram.pl/articles/view/40257/FutuRAM-Made-In-Wroclaw-2020-PODCAST

Sztuczna Inteligencja dla Biznesu (Made In Wroclaw 2020)

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This is the extended presentation about byteLAKE's and Lenovo's Artificial Intelligence solutions for Manufacturing. Topics covered: AI strategy for manufacturing, Edge AI, Federated Learning and Machine Vision. It's the first publication in the upcoming series: AI for Manufacturing. Highlights: AI-assisted quality monitoring automation, AI-assisted production line monitoring and issues detection, AI-assisted measurements, Intelligent Cameras and many more. Reach out to us to learn more: welcome@byteLAKE.com. Presented during the world's first Federated Learning conference (Jun'20). Recording: https://youtu.be/IMqRIi45dDA Related articles: - Revolution in factories: Industry 4.0. https://medium.com/@marcrojek/revolution-in-factories-industry-4-0-conference-made-in-wroclaw-2020-translation-ae96e5e14d55 - Cognitive Automation helps where RPAs fall short. https://medium.com/@marcrojek/cognitive-automation-helps-where-rpas-fall-short-a1c5a01a66f8 - Machine Vision, how AI brings value to industries. https://medium.com/@marcrojek/machine-vision-how-ai-brings-value-to-industries-e6a4f8e56f42 Learn more: - https://www.bytelake.com/en/cognitive-services/ - https://www.lenovo.com/ai - https://federatedlearningconference.com/

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1. byteLAKE Addressing humanity’s greatest challenges Large areas analytics

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3. Forestry Management with AI AI analyzing drones’ footage & reducing manual work in reforestation

4. Ewa Guard: 1. Integrate byteLAKE’s Ewa Guard into your system (on-premise, Cloud) 2. Ewa Guard will analyze drones’ footage and provide analytics Ewa Guard can be trained to analyze images or videos and extract the information you need. Contact us to learn more!

5. Video: byteLAKE.com/en/EwaGuard-video

6. Detecting anomalies

7. Detecting young trees Tree Tree Tree Tree Tree Tree Tree Tree Tree Tree Tree Tree Tree Tree Tree Tree Tree Tree

8. Ewa Guard’s AI Model Training optimized & accelerated with Lenovo AI Innovation Centers • Ewa Guard’s Deep Neural Network Reduced 336 hours (2 weeks) to 6 hours 56 x speed-up Layers: 27 Epochs: 10 000 Images: 400 (416x416 px) Accuracy: 92-95% Original HW: 2x Intel Xeon E5-2695 CPU 256 GB of RAM Lenovo HW: SR650 2x Intel Xeon Gold 6148 CPU Nvidia T4 768GB of RAM

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