Dinesh Maluchuru · A working notebook

Understanding systems.
One idea at a time.

Notes on AI, machine learning, data & the engineering behind them. Written to make complex things a little clearer.

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machine learning
30 min read

Reading OpenAI’s Math Repository: From Research Claims to Checkable Proofs

A deep guide to OpenAI’s math release: proof versus tests, rational approximation, zeta zero-free regions, Lean, and what formal verification does—and does not—establish.

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More from the notebook

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  1. Kimi K3 From Zero to Deep — Math, Architecture, Training, and Systems

    A zero-to-deep Kimi K3 course: prerequisite math and terminology, Transformers and MoE, KDA, AttnRes, vision, RL, training systems, inference, benchmarks, and a verified YouTube learning path.

    90 min read
  2. Introduction to TensorFlow on Google Cloud

    Diving deep into a Google Skill boost

    10 min read
  3. Taking the Azure Fabric Ignite Edition Challenges to Complete

    Microsoft Learn Challenge conducting a challenge to get good in few of the challenges which are super useful to complete to gain knowledge on Microsoft Fabric.

    16 min read
  4. Exploring different services in GCP

    Exploration and documentation of different services offered in GCP

    15 min read
  5. Starting a company in India

    Documenting the process of starting a company in india

    10 min read
  6. Google 5 Day Gen AI course with interactive hands-on practice

    Google and Kaggle provided good summary course on Gen AI , the blog contains details and highlights of the course.

    1 min read
  7. AI Voice chatting to help with Customer support use-cases

    Using current speech augmented LLMs (SpeechLLMs) with realtime voice modality to understand user issues and to provide support and solutions.

    2 min read
  8. Audio to Video Generation Using Replit AI and Deploy as an Azure Webapp

    Tool to convert an uploaded audio mixed with an image and generate a video format with image and uploaded audio in the video format.

    1 min read

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