Machine Learning Guide
Episodes
MLA 030 AI Job Displacement & ML Careers
26 Feb 2026
Contributed by Lukas
ML engineering demand remains high with a 3.2 to 1 job-to-candidate ratio, but entry-level hiring is collapsing as AI automates routine programming a...
MLA 004 AI Job Displacement
26 Feb 2026
Contributed by Lukas
AI is already displacing workers in targeted ways - entry-level knowledge workers are being quietly erased from hiring pipelines, freelancers are get...
MLA 029 OpenClaw
22 Feb 2026
Contributed by Lukas
OpenClaw is a self-hosted AI agent daemon that executes autonomous tasks through messaging apps like WhatsApp and Telegram using persistent memory. I...
MLA 028 AI Agents
22 Feb 2026
Contributed by Lukas
AI agents differ from chatbots by pursuing autonomous goals through the ReACT loop rather than responding to turn-based prompts. While coding agents ...
MLA 027 AI Video End-to-End Workflow
14 Jul 2025
Contributed by Lukas
How to maintain character consistency, style consistency, etc in an AI video. Prosumers can use Google Veo 3's "High-Quality Chaining" for fast social...
MLA 026 AI Video Generation: Veo 3 vs Sora, Kling, Runway, Stable Video Diffusion
12 Jul 2025
Contributed by Lukas
Google Veo leads the generative video market with superior 4K photorealism and integrated audio, an advantage derived from its YouTube training data....
MLA 025 AI Image Generation: Midjourney vs Stable Diffusion, GPT-4o, Imagen & Firefly
09 Jul 2025
Contributed by Lukas
The AI image market has split: Midjourney creates the highest quality artistic images but fails at text and precision. For business use, OpenAI's GPT...
MLG 036 Autoencoders
30 May 2025
Contributed by Lukas
Auto encoders are neural networks that compress data into a smaller "code," enabling dimensionality reduction, data cleaning, and lossy compression b...
MLG 035 Large Language Models 2
08 May 2025
Contributed by Lukas
At inference, large language models use in-context learning with zero-, one-, or few-shot examples to perform new tasks without weight updates, and ca...
MLG 034 Large Language Models 1
07 May 2025
Contributed by Lukas
Explains language models (LLMs) advancements. Scaling laws - the relationships among model size, data size, and compute - and how emergent abilities s...
MLA 024 Code AI MCP Servers, ML Engineering
13 Apr 2025
Contributed by Lukas
Tool use in code AI agents allows for both in-editor code completion and agent-driven file and command actions, while the Model Context Protocol (MCP...
MLA 023 Code AI Models & Modes
13 Apr 2025
Contributed by Lukas
Gemini 2.5 Pro currently leads in both accuracy and cost-effectiveness among code-focused large language models, with Claude 3.7 and a DeepSeek R1/Cl...
MLA 022 Code AI: Cursor, Cline, Roo, Aider, Copilot, Windsurf
09 Feb 2025
Contributed by Lukas
Vibe coding is using large language models within IDEs or plugins to generate, edit, and review code, and has recently become a prominent and evolvi...
MLG 033 Transformers
09 Feb 2025
Contributed by Lukas
Links: Notes and resources at ocdevel.com/mlg/33 3Blue1Brown videos: https://3blue1brown.com/ Try a walking desk stay healthy & sharp while you l...
MLA 021 Databricks: Cloud Analytics and MLOps
22 Jun 2022
Contributed by Lukas
Databricks is a cloud-based platform for data analytics and machine learning operations, integrating features such as a hosted Spark cluster, Python ...
MLA 020 Kubeflow and ML Pipeline Orchestration on Kubernetes
29 Jan 2022
Contributed by Lukas
Machine learning pipeline orchestration tools, such as SageMaker and Kubeflow, streamline the end-to-end process of data ingestion, model training, d...
MLA 019 Cloud, DevOps & Architecture
13 Jan 2022
Contributed by Lukas
The deployment of machine learning models for real-world use involves a sequence of cloud services and architectural choices, where machine learning ...
MLA 017 AWS Local Development Environment
06 Nov 2021
Contributed by Lukas
AWS development environments for local and cloud deployment can differ significantly, leading to extra complexity and setup during cloud migration. B...
MLA 016 AWS SageMaker MLOps 2
05 Nov 2021
Contributed by Lukas
SageMaker streamlines machine learning workflows by enabling integrated model training, tuning, deployment, monitoring, and pipeline automation with...
MLA 015 AWS SageMaker MLOps 1
04 Nov 2021
Contributed by Lukas
SageMaker is an end-to-end machine learning platform on AWS that covers every stage of the ML lifecycle, including data ingestion, preparation, train...
MLA 014 Machine Learning Hosting and Serverless Deployment
18 Jan 2021
Contributed by Lukas
Machine learning model deployment on the cloud is typically handled with solutions like AWS SageMaker for end-to-end training and inference as a REST...
MLA 013 Tech Stack for Customer-Facing Machine Learning Products
03 Jan 2021
Contributed by Lukas
Primary technology recommendations for building a customer-facing machine learning product include React and React Native for the front end, serverle...
MLA 012 Docker for Machine Learning Workflows
09 Nov 2020
Contributed by Lukas
Docker enables efficient, consistent machine learning environment setup across local development and cloud deployment, avoiding many pitfalls of virt...
MLG 032 Cartesian Similarity Metrics
08 Nov 2020
Contributed by Lukas
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, do...
MLA 011 Practical Clustering Tools
08 Nov 2020
Contributed by Lukas
Primary clustering tools for practical applications include K-means using scikit-learn or Faiss, agglomerative clustering leveraging cosine similarit...
MLA 010 NLP packages: transformers, spaCy, Gensim, NLTK
28 Oct 2020
Contributed by Lukas
The landscape of Python natural language processing tools has evolved from broad libraries like NLTK toward more specialized packages such as Gensim ...
MLA 009 Charting and Visualization Tools for Data Science
06 Nov 2018
Contributed by Lukas
Python charting libraries - Matplotlib, Seaborn, and Bokeh - explaining, their strengths from quick EDA to interactive, HTML-exported visualizations,...
MLA 008 Exploratory Data Analysis (EDA)
26 Oct 2018
Contributed by Lukas
Exploratory data analysis (EDA) sits at the critical pre-modeling stage of the data science pipeline, focusing on uncovering missing values, detectin...
MLA 007 Jupyter Notebooks
16 Oct 2018
Contributed by Lukas
Jupyter Notebooks, originally conceived as IPython Notebooks, enable data scientists to combine code, documentation, and visual outputs in an interac...
MLA 006 Salaries for Data Science & Machine Learning
19 Jul 2018
Contributed by Lukas
O'Reilly's 2017 Data Science Salary Survey finds that location is the most significant salary determinant for data professionals, with median salarie...
MLA 005 Shapes and Sizes: Tensors and NDArrays
09 Jun 2018
Contributed by Lukas
Explains the fundamental differences between tensor dimensions, size, and shape, clarifying frequent misconceptions—such as the distinction between...
MLA 003 Storage: HDF, Pickle, Postgres
24 May 2018
Contributed by Lukas
Practical workflow of loading, cleaning, and storing large datasets for machine learning, moving from ingesting raw CSVs or JSON files with pandas to...
MLA 002 Numpy & Pandas
24 May 2018
Contributed by Lukas
NumPy enables efficient storage and vectorized computation on large numerical datasets in RAM by leveraging contiguous memory allocation and low-leve...
MLA 001 Degrees, Certificates, and Machine Learning Careers
24 May 2018
Contributed by Lukas
While industry-respected credentials like Udacity Nanodegrees help build a practical portfolio for machine learning job interviews, they remain insuf...
MLG 029 Reinforcement Learning Intro
05 Feb 2018
Contributed by Lukas
Notes and resources: ocdevel.com/mlg/29 Try a walking desk to stay healthy while you study or work! Reinforcement Learning (RL) is a fundamental...
MLG 028 Hyperparameters 2
04 Feb 2018
Contributed by Lukas
Notes and resources: ocdevel.com/mlg/28 Try a walking desk to stay healthy while you study or work! More hyperparameters for optimizing neural n...
MLG 027 Hyperparameters 1
28 Jan 2018
Contributed by Lukas
Full notes and resources at ocdevel.com/mlg/27 Try a walking desk to stay healthy while you study or work! Hyperparameters are crucial elements ...
MLG 026 Project Bitcoin Trader
27 Jan 2018
Contributed by Lukas
Try a walking desk to stay healthy while you study or work! Ful notes and resources at ocdevel.com/mlg/26 NOTE. This episode is no longer releva...
MLG 025 Convolutional Neural Networks
30 Oct 2017
Contributed by Lukas
Try a walking desk to stay healthy while you study or work! Notes and resources at ocdevel.com/mlg/25 Filters and Feature Maps: Filters are s...
MLG 024 Tech Stack
07 Oct 2017
Contributed by Lukas
Try a walking desk to stay healthy while you study or work! Notes and resources at ocdevel.com/mlg/24 Hardware Desktop if you're stationary, as ...
MLG 023 Deep NLP 2
20 Aug 2017
Contributed by Lukas
Try a walking desk to stay healthy while you study or work! Notes and resources at ocdevel.com/mlg/23 Neural Network Types in NLP Vanilla Neur...
MLG 022 Deep NLP 1
29 Jul 2017
Contributed by Lukas
Try a walking desk to stay healthy while you study or work! Notes and resources at ocdevel.com/mlg/22 Deep NLP Fundamentals Deep learning has ha...
MLG 020 Natural Language Processing 3
23 Jul 2017
Contributed by Lukas
Try a walking desk to stay healthy while you study or work! Notes and resources at ocdevel.com/mlg/20 NLP progresses through three main layers: ...
MLG 019 Natural Language Processing 2
11 Jul 2017
Contributed by Lukas
Try a walking desk to stay healthy while you study or work! Notes and resources at ocdevel.com/mlg/19 Classical NLP Techniques: Origins and Ph...
MLG 018 Natural Language Processing 1
26 Jun 2017
Contributed by Lukas
Try a walking desk to stay healthy while you study or work! Full notes at ocdevel.com/mlg/18 Overview: Natural Language Processing (NLP) is a s...
MLG 017 Checkpoint
04 Jun 2017
Contributed by Lukas
Try a walking desk to stay healthy while you study or work! At this point, browse #importance:essential on ocdevel.com/mlg/resources with the 45m/d ...
MLG 016 Consciousness
21 May 2017
Contributed by Lukas
Try a walking desk to stay healthy while you study or work! Full notes at ocdevel.com/mlg/16 Inspiration in AI Development Early inspirations fo...
MLG 015 Performance
07 May 2017
Contributed by Lukas
Try a walking desk to stay healthy while you study or work! Full notes at ocdevel.com/mlg/15 Concepts Performance Evaluation Metrics: Tools to ...
MLG 014 Shallow Algos 3
23 Apr 2017
Contributed by Lukas
Try a walking desk to stay healthy while you study or work! Full notes at ocdevel.com/mlg/14 Anomaly Detection Systems Applications: Credit card fr...
MLG 013 Shallow Algos 2
09 Apr 2017
Contributed by Lukas
Try a walking desk to stay healthy while you study or work! Full notes at ocdevel.com/mlg/13 Support Vector Machines (SVM) Purpose: Classificat...
MLG 012 Shallow Algos 1
19 Mar 2017
Contributed by Lukas
Try a walking desk to stay healthy while you study or work! Full notes at ocdevel.com/mlg/12 Topics Shallow vs. Deep Learning: Shallow learning ...
MLG 010 Languages & Frameworks
07 Mar 2017
Contributed by Lukas
Try a walking desk to stay healthy while you study or work! Full notes at ocdevel.com/mlg/10 Topics: Recommended Languages and Frameworks: Py...
MLG 009 Deep Learning
04 Mar 2017
Contributed by Lukas
Try a walking desk to stay healthy while you study or work! Full notes at ocdevel.com/mlg/9 Key Concepts: Deep Learning vs. Shallow Learning: Ma...
MLG 008 Math for Machine Learning
23 Feb 2017
Contributed by Lukas
Mathematics essential for machine learning includes linear algebra, statistics, and calculus, each serving distinct purposes: linear algebra handles ...
MLG 007 Logistic Regression
19 Feb 2017
Contributed by Lukas
The logistic regression algorithm is used for classification tasks in supervised machine learning, distinguishing items by class (such as "expensive"...
MLG 006 Certificates & Degrees
17 Feb 2017
Contributed by Lukas
People interested in machine learning can choose between self-guided learning, online certification programs such as MOOCs, accredited university deg...
MLG 005 Linear Regression
16 Feb 2017
Contributed by Lukas
Linear regression is introduced as the foundational supervised learning algorithm for predicting continuous numeric values, using cost estimation of ...
MLG 004 Algorithms - Intuition
12 Feb 2017
Contributed by Lukas
Machine learning consists of three steps: prediction, error evaluation, and learning, implemented by training algorithms on large datasets to build m...
MLG 003 Inspiration
10 Feb 2017
Contributed by Lukas
AI is rapidly transforming both creative and knowledge-based professions, prompting debates on economic disruption, the future of work, the singulari...
MLG 002 Difference Between Artificial Intelligence, Machine Learning, Data Science
09 Feb 2017
Contributed by Lukas
Artificial intelligence is the automation of tasks that require human intelligence, encompassing fields like natural language processing, perception...
MLG 001 Introduction
01 Feb 2017
Contributed by Lukas
Show notes: ocdevel.com/mlg/1. MLG teaches the fundamentals of machine learning and artificial intelligence. It covers intuition, models, math, langua...