• From Windsurfing to AI Meetups - Matt Carey - HS#17
    Jul 29 2024

    Matt Carey's AI Journey: From Windsurfing to London’s AI Meetups

    Join Miko Pawlikowski on HockeyStick as he chats with Matt Carey, an AI engineer at StackOne, AWS Community Builder, organizer of AI Demo Days, and OpenUK AI Advisory Board member. In this episode, Matt shares his unique path from competitive windsurfing to AI engineering, the challenges of transitioning from outdoor sports to indoor coding, and his passion for building a strong AI community in London. They delve into the vibrant AI scene in London, the importance of open-source advocacy, and the exciting innovations happening in Web AI and browser-based LLMs. Matt provides insights into his work with StackOne and offers advice for aspiring AI engineers and startup enthusiasts.


    0:00 Introduction to the Episode

    0:39 Matt Carey's Windsurfing Journey

    1:58 Transition from Windsurfing to AI

    4:34 AI Scene in London

    5:21 AI Demo Days and Meetups

    10:42 AWS Community Builder Experience

    14:58 OpenUK AI Advisory Board

    18:02 Exciting Innovations in the London Startup Scene

    25:51 Navigating Funding and Incubators in London

    26:30 Influential Figures and Cool Projects to Follow

    28:56 The Role of AI Engineers at StackOne

    33:09 The Fun and Chaos of Tech Twitter

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    39 mins
  • Quantum Computing in Action - Johan Vos - HockeyStick ep.16
    Jul 22 2024

    Exploring Quantum Computing with Johan Vos!

    Get Johan's book 45% OFF with code hockeystick24 here: https://mng.bz/v8da

    Join Miko Pawlikowski on HockeyStick as he delves into the fascinating world of quantum computing with Johan Vos, author of "Quantum Computing in Action" and co-founder of Gluon. Discover what makes quantum computing special, its implications for future technology, potential impacts on security, and how to future-proof your career in a quantum-driven world. Johan explains complex concepts like superposition and entanglement in simple terms and discusses real-world applications and the future of quantum hardware. Don't miss this comprehensive guide to understanding the next big leap in computing!


    0:00 What Makes Quantum Computing Special?

    1:49 Quantum Computing vs Classical Computing

    4:17 Real-World Applications of Quantum Computing

    6:25 Understanding Qubits and Superposition

    10:02 Quantum Entanglement Explained

    13:54 Quantum Computing Hardware and Simulators

    26:06 Programming Quantum Computers

    42:38 Future of Quantum Computing

    48:00 Conclusion and Final Thoughts

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    49 mins
  • Software Engineering Managers - Akanksha Gupta - HS#15
    Jul 15 2024

    Think Like a Software Engineering Manager - insights with Akanksha Gupta

    Get her book 45% OFF with code hockeystick24 here: https://mng.bz/v8va

    Join Miko Pawlikowski on this episode of HockeyStick as he delves into the world of software engineering management with Akanksha Gupta, author of "Think Like a Software Engineering Manager". Explore Akanksha's journey from software engineer to engineering manager and gather valuable insights on making the transition, thriving in the role, and avoiding common pitfalls. Learn about essential skills such as delegation, career discussions, and maintaining team morale, along with practical strategies for hiring, managing attrition, and personal growth.


    0:00 Intro

    0:24 Meet Akanksha Gupta: Author and Engineering Manager

    1:09 The Journey from Engineer to Manager

    1:34 Writing the Book: Inspiration and Challenges

    4:31 Deciding to Transition: Promotion vs. Lateral Move

    9:09 Navigating the People Aspect of Management

    15:19 Key Traits of a Good Engineering Manager

    34:52 Continuous Learning and Self-Growth

    40:00 Final Advice for Aspiring Engineering Managers

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    41 mins
  • Robo Advisors - Rob Reider & Alex Michalka - HS#14
    Jul 13 2024

    Exploring Robo Advisors with Python Experts: Rob Reider & Alex Michalka

    Get their book 45% OFF with code hockeystick24 here: https://mng.bz/ngjd

    Join Miko Pawlikowski on this episode of HockeyStick as he dives into the world of robo advisors with industry heavyweights Rob Reider and Alex Michalka, authors of "Build a Robo Advisor with Python from Scratch". Discover their fascinating career paths from hedge funds to robo advising, the intricacies of Python programming for finance, and the evolution of financial planning and optimization techniques. Gain insights into asset allocation, tax-loss harvesting, Monte Carlo simulations, reinforcement learning, and the future of robo advising. An essential watch for anyone interested in the intersection of finance and technology!

    0:00 Introduction to Robo Advisors

    0:50 Rob Reider's Career Journey

    01:40 Quantopian and the Love for Python

    04:19 The Birth of a Book Collaboration

    05:11 Alex's Journey and Weather Derivatives

    08:08 Understanding Hedge Funds vs. Robo Advisors

    11:13 The Rise of Robo Advisors

    17:30 Tax Efficiency and Asset Allocation

    24:51 Target Audience and Book Insights

    28:21 Monte Carlo Simulations Explained

    31:15 Monte Carlo Simulations Explained

    32:01 Applications of Monte Carlo Simulations

    33:34 Introduction to AI and Reinforcement Learning

    35:25 Reinforcement Learning in Finance

    39:38 The Power of Python in Finance

    42:23 Challenges in Measuring Returns

    1:01:35 Conclusion and Final Thoughts

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    1 hr and 4 mins
  • LLMOps, Large Language Models in Production - HS#13
    Jun 21 2024

    Understanding LLMOps: Differentiating from MLOps with Abi Aryan

    Join Miko Pawlikowski on this episode of HockeyStick as he interviews Abi Aryan, a leading expert and author on Large Language Model Operations (LLMOps), to distinguish it from Machine Learning Operations (MLOps) and Machine Learning Engineering (MLE). Abi delves into the challenges and unique requirements of managing generative models in production, discusses the evolution and future of LLMOps, and shares insights into her upcoming book, 'LLMOps: Managing Large Language Models in Production.' Gain understanding on safety, scalability, robustness, and the lifecycle of LLMs, and learn practical steps to effectively deploy and monitor these advanced models.


    00:00 Introduction

    1:11 Generative vs. Discriminative Models

    1:58 Challenges in LLMOps

    2:12 The Shift to Task-Agnostic Software

    2:50 Fine-Tuning and Prompt Engineering

    4:37 The Origin of LLMOps

    13:20 Safety, Scalability, and Robustness in LLMOps

    29:40 Dynamic Model Adaptation

    30:37 Challenges of Static Models

    31:42 Improving Model Performance

    32:20 Introducing a New Framework

    34:06 Lifecycle of an LLM in Production

    35:29 Data Engineering and Evaluation

    37:06 Orchestration and Security

    47:51 Future Predictions and Concerns

    48:46 Impact on Jobs and Society

    55:06 Risks and Ethical Considerations

    59:11 Industry Trends and Monopolies

    01:00:52 Conclusion and Contact Information

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    1 hr and 2 mins
  • AI-Assisted Testing - HS#12
    Jun 17 2024

    AI Impact on Software Testing: Expert Insights with Mark Winteringham

    Get Mark's book 20% OFF with code hockeystick24 here: https://mng.bz/oeWD

    In this episode of Hockey Stick, host Miko Pawlikowski welcomes Mark Winteringham, author of 'AI Assisted Testing,' to discuss the impact of generative AI on software testing.

    They explore the efficacy of AI in writing tests, the future of software testing jobs, and the diverse roles within the testing profession. Mark provides his insights and experiences from 15 years in the industry, shares the concept of exploratory testing, and discusses the practical applications and limitations of AI tools in the testing landscape.

    Key takeaways include the importance of empathy, critical thinking, and collaboration in testing, as well as how to effectively use AI tools for specific tasks. Tune in for an in-depth conversation on the evolving world of software testing.

    00:00 Introduction to AI in Software Testing

    00:17 Meet Mark Winteringham: A Journey into Software Testing

    00:46 The Role and Daily Life of a Software Tester

    14:01 Exploring the Impact of AI on Software Testing

    17:35 Generative AI: Opportunities and Challenges

    20:53 Practical Use Cases for AI in Testing

    39:14 The Future of AI in Software Testing

    42:02 Conclusion and Final Thoughts

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    43 mins
  • HockeyStick #11 - MLOps essentials
    Jun 10 2024

    The Essentials of MLOps: With Eric Riddoch

    Join Miko Pawlikowski as he dives into the world of MLOps with Eric Riddoch, a machine learning platform engineer and MLOps practitioner. In this episode, they discuss the differences between MLOps, DevOps, and platform engineering, tools and practices in MLOps, as well as Eric's journey into the field from studying applied math to becoming an MLOps expert. They explore automated workflows, experiment tracking, model serving, and monitoring, while considering the evolving landscape of MLOps and the challenges of integrating various tools. Tune in for an in-depth look at the technical and non-technical aspects of MLOps, and learn why this field is critical and exciting.

    00:00 Introduction to MLOps

    01:20 Eric Riddoch's Journey into MLOps

    08:12 The Emergence of MLOps

    10:23 Comparing MLOps and DevOps

    10:53 Challenges in MLOps

    21:15 Tools and MLOps Maturity

    25:57 Building an ML Platform with Orchestrators

    26:35 Experiment Tracking and Model Performance

    27:08 ML Flow and Alternatives

    29:18 Serving Models with BentoML

    31:49 Challenges with SageMaker and GPU Quotas

    32:54 Monitoring Tools and Their Limitations

    36:48 The PyTorch vs TensorFlow Debate

    42:41 Challenges in MLOps Roles and Leadership

    50:42 Advice for Aspiring MLOps Engineers

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    53 mins
  • HockeyStick #10 - Generative AI in Fintech
    Jun 3 2024

    Exploring FinTech and Generative AI with Industry Experts Mark Brouwer & Chris Cardell

    Join Miko Pawlikowski in this episode of HockeyStick as he delves into the world of FinTech with industry veterans Mark Brouwer and Chris Cardell. Drawing from their collective 50 years of experience, Mark and Chris share insights about their new book 'Build Financial Software with Generative AI.' They discuss the evolution of FinTech, from ancient coin purses to modern AI-driven solutions, the challenges of writing a book together, the importance of adapting to new technologies, and the intricate culture within the FinTech sector. Learn about the unique obstacles faced by financial technology, regulatory impacts, and the cautious embrace of generative AI. Perfect for anyone curious about the intersection of finance and technology.

    00:00 Introduction to the Episode

    00:05 Meet the Guests: Mark Brower and Chris Cardell

    00:35 The Story Behind the Space Shuttle Wallpaper

    01:08 The Journey of Writing a Book Together

    02:34 Why Write a Book on AI in Financial Software?

    05:52 The Evolution of FinTech: From Coin Purses to Cryptocurrencies

    08:47 Challenges and Innovations in FinTech

    29:23 The Role of Generative AI in FinTech

    48:09 Advice for Aspiring FinTech Professionals

    51:27 Conclusion and Final Thoughts

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    52 mins