Links Notes and resources at ocdevel.com/mlg/mla-24 Try a walking desk stay healthy & sharp while you learn & code Try Descript audio/video editing with AI power-tools Tool Use in AI Code Agents File Operations: Agents can read, edit, and

MLA 023 Code AI Models & Modes

17 days ago 38m 15s

Links Notes and resources at ocdevel.com/mlg/mla-23 Try a walking desk stay healthy & sharp while you learn & code Try Descript audio/video editing with AI power-tools Model Current Leaders According to the Aider Leaderboard (as of April 12

MLA 022 Code AI Tools

Feb 9th, 2025 56m 14s

Links Notes and resources at ocdevel.com/mlg/mla-22 Try a walking desk stay healthy & sharp while you learn & code Try Descript audio/video editing with AI power-tools I currently favor Roo Code. Plus either gemini-2.5-pro-exp-03-25 for A

MLG 033 Transformers

Feb 9th, 2025 43m 23s

Links: Notes and resources at ocdevel.com/mlg/33 3Blue1Brown videos: https://3blue1brown.com/ Try a walking desk stay healthy & sharp while you learn & code Try Descript audio/video editing with AI power-tools Background & Motivation RNN L

MLA 021 Databricks

Jun 22nd, 2022 26m

Try a walking desk to stay healthy while you study or work! Full notes at ocdevel.com/mlg/mla-21 Raybeam and Databricks: Ming Chang from Raybeam discusses Raybeam's focus on data science and analytics, and how their recent acquisition by De

MLA 020 Kubeflow

Jan 29th, 2022 1h 8m

Try a walking desk to stay healthy while you study or work! Full notes at ocdevel.com/mlg/mla-20 Conversation with Dirk-Jan Kubeflow (vs cloud native solutions like SageMaker) Dirk-Jan Verdoorn - Data Scientist at Dept Agency Kubeflow. (Fr

MLA 019 DevOps

Jan 13th, 2022 1h 14m

Try a walking desk to stay healthy while you study or work! Full notes at ocdevel.com/mlg/mla-19 Chatting with co-workers about the role of DevOps in a machine learning engineer's life Expert coworkers at Dept Matt Merrill - Principal So

MLA 018 Descript

Nov 7th, 2021 6m 22s

Try a walking desk to stay healthy while you study or work! Full notes at ocdevel.com/mlg/mla-18 (Optional episode) just showcasing a cool application using machine learning Dept uses Descript for some of their podcasting. I'm using it lik

MLA 017 AWS Local Development

Nov 6th, 2021 1h 4m

Try a walking desk to stay healthy while you study or work! Show notes: ocdevel.com/mlg/mla-17 Developing on AWS first (SageMaker or other) Consider developing against AWS as your local development environment, rather than only your cloud d

MLA 016 SageMaker 2

Nov 5th, 2021 59m 57s

Try a walking desk to stay healthy while you study or work! Full note at ocdevel.com/mlg/mla-16 Part 2 of deploying your ML models to the cloud with SageMaker (MLOps) MLOps is deploying your ML models to the cloud. See MadeWithML for an ov

MLA 015 SageMaker 1

Nov 4th, 2021 47m 1s

Try a walking desk to stay healthy while you study or work! Show notes Part 1 of deploying your ML models to the cloud with SageMaker (MLOps) MLOps is deploying your ML models to the cloud. See MadeWithML for an overview of tooling (also gen

MLA 014 Machine Learning Server

Jan 18th, 2021 52m 5s

Try a walking desk to stay healthy while you study or work! Full notes at ocdevel.com/mlg/mla-14 Server-side ML. Training & hosting for inference, with a goal towards serverless. AWS SageMaker, Batch, Lambda, EFS, Cortex.dev

MLA 013 Customer Facing Tech Stack

Jan 3rd, 2021 47m 8s

Try a walking desk to stay healthy while you study or work! Full notes at ocdevel.com/mlg/mla-13 Client, server, database, etc.

MLA 012 Docker

Nov 9th, 2020 31m 13s

Try a walking desk to stay healthy while you study or work! Full notes at ocdevel.com/mlg/mla-12 Use Docker for env setup on localhost & cloud deployment, instead of pyenv / Anaconda. I recommend Windows for your desktop.

MLG 032 Cartesian Similarity Metrics

Nov 8th, 2020 41m 52s

Try a walking desk to stay healthy while you study or work! Show notes at ocdevel.com/mlg/32. L1/L2 norm, Manhattan, Euclidean, cosine distances, dot product Normed distances link A norm is a function that assigns a strictly positive lengt

MLA 011 Practical Clustering

Nov 8th, 2020 34m 23s

Try a walking desk to stay healthy while you study or work! Full notes at ocdevel.com/mlg/mla-11 Kmeans (sklearn vs FAISS), finding n_clusters via inertia/silhouette, Agglomorative, DBSCAN/HDBSCAN

MLA 010 NLP packages: transformers, spaCy, Gensim, NLTK

Oct 28th, 2020 25m 47s

Try a walking desk to stay healthy while you study or work! Full note at ocdevel.com/mlg/mla-10 NLTK: swiss army knife. Gensim: LDA topic modeling, n-grams. spaCy: linguistics. transformers: high-level business NLP tasks.

031 The Podcasts Return

Oct 28th, 2020 7m 57s

The podcasts return with new content, especially about NLP: BERT, transformers, spaCy, Gensim, NLTK. Accompanied by a community project - Gnothi, a journal that uses AI to provide insights and resources. Website https://gnothiai.com, project ht

MLA 009 Charting tools

Nov 6th, 2018 24m 14s

Try a walking desk to stay healthy while you study or work! Full notes at ocdevel.com/mlg/mla-9 matplotlib, Seaborn, Bokeh, D3, Tableau, Power BI, QlikView, Excel

MLA 008 Exploratory Data Analysis

Oct 26th, 2018 24m 38s

Try a walking desk to stay healthy while you study or work! Full notes at ocdevel.com/mlg/mla-8 EDA + charting. DataFrame info/describe, imputing strategies. Useful charts like histograms and correlation matrices.

MLA 007 Jupyter Notebooks

Oct 16th, 2018 16m 24s

Try a walking desk to stay healthy while you study or work! Full notes at ocdevel.com/mlg/mla-7 Run your code + visualizations in the browser: iPython / Jupyter Notebooks.

MLA 006 Salary

Jul 19th, 2018 19m 7s

Try a walking desk to stay healthy while you study or work! Full notes at ocdevel.com/mlg/mla-6 Salary based on location, gender, age, tech... from O'Reilly.

MLA 005 Shapes & Sizes

Jun 9th, 2018 26m 43s

Try a walking desk to stay healthy while you study or work! Full notes at ocdevel.com/mlg/mla-5 Dimensions, size, and shape of Numpy ndarrays / TensorFlow tensors, and methods for transforming those.