『AI Portfolio Podcast』のカバーアート

AI Portfolio Podcast

AI Portfolio Podcast

著者: Mark Moyou PhD
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Technical details and strategies from top AI and Business Experts

If you are a practitioner or data leader, you will gain valuable insights from the show by discovering great companies to join and learning how experts navigate their careers.


The goal of the show is to expand your sense of what is possible with machine learning. Share the show and share your feedback.

Keep Studying!

© 2025 AI Portfolio Podcast
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  • Umar Jamil: AI Research and Models, Learning How to Learn & Technical Content - AI Portfolio Podcast
    2025/03/26

    Machine Learning Youtuber Umar Jamil, His channel has some of the top technical explanations on technical topics related to Gen AI with over 50k followers.

    Follow/Connect:
    Umar LinkedIn: https://www.linkedin.com/in/ujamil/
    Mark Linkedin: https://www.linkedin.com/in/markmoyou/

    Chapters:
    00:00 Intro
    01:54 Umar's YouTube Channel
    06:10 Umar's Data Science Journey
    11:30 Show Your Work
    16:35 Pre-Training
    20:19 Research Without a PhD
    22:22 Lessons Learned as a Research Scientist
    23:41 Advice for Technical Creators
    25:30 Building
    30:17 Hardest Challenges
    43:58 Research Papers
    49:41 How Language Models Learn
    50:48 Coding IDEs
    53:19 Choosing a Model
    54:50 AI Coding Editors
    55:55 Career Optimization Function
    57:09 Changing Jobs and Approaching the Job Market
    01:00:30 Book Recommendations
    01:02:37 Why We Struggle to Finish Things
    01:05:15 Career Advice
    01:07:26 Coding the Transformer
    01:15:27 CLIP Models
    01:17:06 Diffusion Models
    01:18:22 Autoencoder
    01:20:23 Segment Anything Model
    01:21:30 Direct Preference Optimization
    01:23:30 Multimodal Models
    01:26:09 Test-Time Compute
    01:27:05 Rapid Round

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    1 時間 31 分
  • Maxime Labonne: LLM Scientist Roadmap, AI Scientist, LLM Course & Open Source - AI Portfolio Podcast
    2025/03/12

    Maxime Labonne, Co-author of the LLM Engineers Handbook, creator of the LLM course on github with over 40k stars, and author of Hands on Graph Neural Networks.

    Follow/Connect:
    Maxime LinkedIn:https://www.linkedin.com/in/maxime-labonne/
    Mark Linkedin: https://www.linkedin.com/in/markmoyou/

    Chapters:

    📌 00:00 – Intro
    📚 01:51 – Maxime: Books & Courses
    🤖 07:30 – AI Scientist vs. AI Engineer
    🚀 09:05 – Path to Becoming an AI Expert
    🎓 11:13 – Do You Need a Degree?
    ⏳ 13:01 – How Long Does It Take to Become an AI Scientist?
    👨‍🔬 15:58 – Individual Contributor Role as an LLM Scientist
    🧠 26:04 – Understanding LLM Personality
    🎯 30:07 – Objective Functions in LLMs
    🆕 34:08 – Emerging AI Models
    📄 40:51 – How to Read Research Papers Effectively
    🗺 45:26 – Roadmap to Becoming an LLM Scientist (Key Section ⭐)
    🔎 54:15 – Deep Dive: Understanding the Attention Mechanism
    🖼 01:15:33 – Roadmap for a Multi-Modal AI Scientist
    📊 01:17:12 – Optimizing Your AI Career Path
    💼 01:19:38 – AI Job Market Insights
    📖 01:21:50 – Must-Read Books for AI Enthusiasts
    💡 01:22:41 – Expert Career Advice
    ⚡ 01:24:07 – Rapid-Fire Round

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    1 時間 27 分
  • Tomás Hernando Kofman: Not Diamond, Gen AI Startups, AI systems and Routing - AI Portfolio Podcast
    2025/02/04

    Tomás Hernando Kofman of Not Diamond, discussing about gen ai model routing.

    Follow/Connect:
    Tomas LinkedIn:https://www.linkedin.com/in/tomashk/
    Mark Linkedin: https://www.linkedin.com/in/markmoyou/

    Chapters:
    00:00 Intro
    01:56 Not Diamond
    08:36 Router Problem
    13:33 Time to Build v1
    15:49 Human Categories
    19:01 System Prompt
    27:33 Prompt Drift
    30:14 Guardrails
    35:48 Model Spectrum
    42:23 Caching
    45:50 Training Router
    54:44 Cost and Latency
    01:01:22 Routing Across Agents
    01:03:38 Prompt Pasting
    01:09:17 Routing for Multimodal Models
    01:12:08 Startup
    01:21:20 Building Companies in the Gen AI Era
    01:27:00 Career Optimization Function
    01:29:33 Career Advice
    01:32:00 Rapid Round

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    1 時間 34 分

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