Code Together

Code Together

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Code Together episodes

  • Scaling LLM Datasets With Less Effort using Argilla

    David Berenstein joins Tony to discuss how Argilla is scaling LLM AI solutions.  They touch on how Argilla's end to end solutions simplify deploying LLMs in practice using their open source stack.  They also talk about how they are taking advantage of Intel Developer Cloud and Intel Gaudi AI Accelerators.  They also talk about how open source based software companies support their customers.

    Find this video podcast and others on the Intel Software Channel on YouTube!

    https://www.youtube.com/@IntelSoftware/podcasts

    Guest:

    David Berenstein - Developer Advocate Engineer @ Argilla

    David Berenstein

     


    Learn more:

    Argilla

    https://argilla.io

    Intel® Liftoff for Startups

    https://www.intel.com/content/www/us/en/developer/tools/oneapi/liftoff.html

    Intel® Developer Cloud

    https://cloud.intel.com

    Intel Gaudi AI Accelerators

    https://habana.ai

    Hugging Face Spaces

    https://huggingface.co/spaces

    Intel® Geti™

    https://geti.intel.com

     

    21 min
  • AI Solutions for Smart Cities

    Markus and Florian of Starwit Technologies join Tony to talk about how AI can make our cities smarter using existing infrastructure.  They also talk about how AI is changing the development process and the rapidly changing AI landscape.

    Guests:

    Markus Zarbock - CEO/CoFounder Starwit Technologies

    Florian Stanek - Technical Lead CoFounder Starwit Technologies

    Markus Zarbock

    Florian Stanek


    Learn more:

    Starwit Technolgoies

    https://starwit-technologies.de/

    Intel® Liftoff for Startups

    https://www.intel.com/content/www/us/en/developer/tools/oneapi/liftoff.html

    Intel® Xeon® CPU Max Series

    https://www.intel.com/content/www/us/en/products/details/processors/xeon/max-series.html

     

    32 min
  • Generative AI - Driving Innovation and Leveling the Playing Field for Startups

    Jonas Menesklou, CEO of AskUI joins Tony to talk about how Generative AI is changing the way startups and developers compete in a rapidly changing world powered by AI solutions.  They also discuss how human computer interaction will be affected by AI and how AskUI is helping enterprises streamline and test their workflows.

    Jonas Menesklou CEO of AskUI

    Jonas Menesklou

     


    Learn more:

    AskUI

    https://askui.com

     

    Intel Liftoff for Startups

    https://www.intel.com/content/www/us/en/developer/tools/oneapi/liftoff.html

     

    AskUI Prompt to Text model

    https://huggingface.co/AskUI/pta-text-0.1

     

    Top 2024 Trends from Our Intel Liftoff members

    Trends in AI 2024

     

    21 min
  • 2024 AI Trends - Part 2

    In Part 2 of the 2024 AI Trends to Watch podcast, Rahul and Ryan join Tony to talk about how Generative AI is affecting society, and strategies to ensure secure and productive AI solutions.  They also talk about the current state of AI code generation tools and whether such solutions are ready to replace developers.

    Guests:       

    Rahul Nair

    Ryan Metz

    Learn More:
    GitHub Copilot
    https://github.com/features/copilot
     
    Intel Real-Time Deepfake Detector
    https://www.intel.com/content/www/us/en/newsroom/news/intel-introduces-real-time-deepfake-detector.html
     
    Intel® Liftoff for Startups
    https://www.intel.com/content/www/us/en/developer/tools/oneapi/liftoff.htm
     
    Intel® Developer Cloud
    https://www.intel.com/content/www/us/en/developer/tools/devcloud/services.html
     
    Intel® Core™ Ultra AI PC
    https://www.intel.com/content/www/us/en/products/docs/processors/core-ultra/ai-pc.html
     
    Intel® Data Center GPU Max Series
    https://www.intel.com/content/www/us/en/products/details/discrete-gpus/data-center-gpu/max-series.html
    46 min
  • 2024 AI Trends - Part 1

    Rahul and Ryan join Tony to talk about the top trends in AI that startups in the Intel Liftoff for Startups program see coming.  From multi-modal AI models to commoditization of LLM APIs, they discuss what to look out for in 2024.

    Guests:       

    Rahul Nair

    Ryan Metz

    Learn More:
    Intel® Liftoff for Startups
    https://www.intel.com/content/www/us/en/developer/tools/oneapi/liftoff.htm
     
    Intel® Developer Cloud
    https://www.intel.com/content/www/us/en/developer/tools/devcloud/services.html
     
    Intel® Data Center GPU Max Series
    https://www.intel.com/content/www/us/en/products/details/discrete-gpus/data-center-gpu/max-series.html
     
    Hugging Face
    https://huggingface.co/
     
    The Mango Jelly
    https://themangojelly.com/
     
    Sitemana
    https://sitemana.com/
     
    Genmo
    https://www.genmo.ai/
     
    Prediction Guard
    https://www.predictionguard.com/
     
    Argonne Leadership Computing Facility - Aurora
    https://www.alcf.anl.gov/aurora
    32 min
  • Granulate Optimizing Your Workload Today and the GenAI Future

    Asaf Ezra joins Tony to discuss the benefits of Granulate how it can help improve the performance and reduce your cloud consumption without code changes.  They also talk about how Generative AI is changing the landscape of businesses and society.

    Guest:

    Asaf Ezra - CEO of Granulate

    Asaf Ezra

     


    Learn more:

    Granulate
    https://granulate.io
     
    InTechnology Podcast with Asaf Ezra hosted by Camille Morhardt
    https://youtu.be/0qfx2fq_lV4?si=Y3VFymQUoJWDObiw
     
    Databricks and Photon
    https://www.databricks.com/
    https://www.databricks.com/product/photon
     
    Gluten
    https://github.com/oap-project/gluten
     
    Spark
    https://spark.apache.org/
     
    Kubernetes
    https://kubernetes.io
     
    Llama 2
    https://ai.meta.com/llama/
     
    OpenAI
    https://openai.com
     
    Mixtral Model
    https://mistral.ai/news/mixtral-of-experts/
    39 min
  • The Growing Importance of Operational AI

    Eduardo Alvarez joins Tony to talk about how the AI landscape for businesses and developers is changing rapidly, and how we need to move to take advantage of the opportunities and not get left behind.

    They also talk about fine-tuning Llama2 with LoRA on Gaudi2 and the benefits for users.

    Guest:

    Eduardo Alvarez - AI Solutions Engineer @ Intel

    Eduardo Alvarez

     


    Learn more:

    Eduardo's blog post
    https://medium.com/@eduand-alvarez/a-case-for-operational-centric-ai-6e97dfa4fc23 
     
    oneAPI
    https://oneapi.io
    https://www.intel.com/content/www/us/en/developer/tools/oneapi/overview.html
     
    Unified Acceleration Foundation
    https://uxlfoundation.org/
     
    Bob Duffy Stable Diffusion
    https://www.youtube.com/watch?v=pF6DiktPsaA
     
    Llama2 Fine-Tuning with Low-Rank Adaptations (LoRA) on Gaudi 2 Processors
    https://eduand-alvarez.medium.com/llama2-fine-tuning-with-low-rank-adaptations-lora-on-gaudi-2-processors-52cf1ee6ce11
     
    President Biden Issues Executive Order on Safe, Secure, and Trustworthy Artificial Intelligence
    https://www.whitehouse.gov/briefing-room/statements-releases/2023/10/30/fact-sheet-president-biden-issues-executive-order-on-safe-secure-and-trustworthy-artificial-intelligence/
    44 min
  • Generative AI and Accessibility - Shaping the Future of Technology and Human Interactive

    Darryl Adams joins Tony to talk about how generative AI solutions will change the way we interactive with technology.  They talk about how to extend current solutions, and how developers and technologists might design better solutions leveraging generative AI capabilities.

    Guest:

    Darryl Adams - Director of Accessibility at Intel.

    Darryl Adams

     

     

    Resources:

    Goodmaps
    https://goodmaps.com

    Ximira
    https://www.ximira.org
    BeMyEyes
    https://bemyeyes.com
     
    OpenAI
    https://openai.com
     
    OmniBridge
    https://omnibridge.ai
     
    Cephable
    https://cephable.com
     

    Check out more Intel podcasts at: https://www.intel.com/podcasts

    54 min
  • Accelerating Epistasis Detection - How oneAPI Supports Genetics Researchers

    Advancements in genomics have accelerated significantly over the past few decades as compute technology has grown exponentially.  Professor Alessandra Ilic and Ricardo Nobre join Tony to talk about their research and how oneAPI is helping them accelerate research in the area of epistasis detection, which in genetics is when the effect of a gene or set of genes is affected by the presences or absence of another set of genes.

    Guests:

    Aleksandar Ilic is an Assistant Professor at the IST, University of Lisbon, and a Researcher of INESC-ID, Portugal. His research interests include high-performance and energy-efficient computing and modeling of parallel heterogeneous systems.

    Ricardo Nobre is a PostDoc researcher at the INESC-ID R&D center in Lisbon/Portugal, as part of the High-Performance Computing Architectures and Systems (HPCAS) research area. His interests include high-performance computing, parallel programming, compilers and machine learning.

    Aleksandar Ilic

    Ricardo Nobre

     

    Resources:

    INESC-ID Achieves 9x Acceleration for Epistasis Disease Detection using oneAPI Tools and Intel Hardware
    https://www.intel.com/content/www/us/en/developer/articles/case-study/inesc-id-9x-acceleration-for-disease-detection-app.html?wapkw=inesc
     
    Source Code
    https://github.com/hiperbio
     
    Intel® Advisor
    https://www.intel.com/content/www/us/en/developer/tools/oneapi/advisor.html
     
    Intel® VTune™ Profiler
    https://www.intel.com/content/www/us/en/developer/tools/oneapi/vtune-profiler.html
     
    oneAPI
    https://oneapi.io
    https://www.intel.com/content/www/us/en/developer/tools/oneapi/overview.html
     
    4th Gen Intel® Xeon® Scalable processors
    Intel® Data Center GPU Max Series
     
    References:

    D. Marques, R. Campos, S. Santander-Jiménez, Z. Matveev, L. Sousa and A. Ilic. Unlocking Personalized Healthcare on Modern CPUs/GPUs: Three-way Gene Interaction Study. Paper presented in the 36th IEEE International Parallel & Distributed Processing Symposium (IPDPS) Lyon, France, 2022. DOI: 10.1109/IPDPS53621.2022.00023

    R. Nobre, A. Ilic, S. Santander-Jiménez and L. Sousa. Fourth-Order Exhaustive Epistasis Detection for the xPU Era. Paper presented in the 50th International Conference on Parallel Processing (ICPP), Chicago, USA, 2021. DOI: 10.1145/3472456.3472509

    D. Marques, A. Ilic, Z. A. Matveev, and L. Sousa. Application-driven Cache-aware Roofline Model. Future Generation Computer Systems 107 (2020): 257-273. DOI: 10.1016/j.future.2020.01.044

    Ilic, F. Pratas, and L. Sousa. Cache-aware roofline model: Upgrading the loft. IEEE Computer Architecture Letters 13.1 (2013): 21-24. DOI: 10.1109/L-CA.2013.6

     

    Check out more Intel podcasts at: https://www.intel.com/podcasts

    31 min
  • Why Open Source AI Models Matter and Using Open LLMs

    Eduardo Alvarez joins Tony to talk about using open large language models (LLMs) to compete with closed source alternatives isn't as hard as one may think.  He also talks about how the industry is changing around AI solutions with the popularity of open models thanks to companies like Hugging Face and the GPT4All community.

    Eduardo then talks about his experience running hackathons and the brand new Intel Developer Certification program, which he created the MLOps content for.  Finally they wrap up with a discussion about his journey as a LatinX engineer celebrating Hispanic Heritage Month.

    Guest:

    Eduardo Alvarez - AI Solutions Engineer @ Intel

    Eduardo Alvarez

     


    Learn more: 

    Hugging Face
    https://huggingface.co/
     
    GPT4All
    https://gpt4all.io
     
    OpenVINO Toolkit
    https://www.intel.com/content/www/us/en/developer/tools/openvino-toolkit/overview.htm
     
    Intel Neural Compressor
    https://www.intel.com/content/www/us/en/developer/tools/oneapi/neural-compressor.html
     
    Intel® Extension for Transformers
    https://github.com/intel/intel-extension-for-transformers
     
    Intel® Neural Compressor
    https://www.intel.com/content/www/us/en/developer/tools/oneapi/neural-compressor.html
     
    Intel® Developer Cloud
    https://cloud.intel.com
     
    oneAPI
    https://oneapi.io
    44 min

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Code Together covers the rapidly changing software landscape from the perspective of developers. Listen as we talk to developers, entrepeneurs and technologists who are trying to create solutions…