The following content (books, articles, source code, data sets, tutorials) also includes material available to subscribers only. The picture in Figure 1 is from article #36 listed on this page.
Newsletter Subscription
To access subscriber-only content, sign up to our free monthly newsletter at the bottom of this page. Newsletter subscription is free. You will receive an email with the code to access the password-protected material listed on this page. You can unsubscribe at any time. The monthly newsletter also features new blog posts and other resources regularly added to MLTechniques.com. The code also gives you a 20% discount on all my books.
Books and Certifications
Blog posts are available to everyone from our home page. Books currently available are listed below. Those marked “free” are on GitHub, the other ones are available from our e-Store. Use the code received on sign-up to get a 20% discount. Once downloaded, you can use Chrome, Edge or any PDF viewer to read them and access all the navigation features: external and internal links are then clickable as any link on a webpage.
- Practical AI & Machine Learning Projects and Datasets – Free
- Statistical Optimization for Generative AI and Machine Learning
- Gentle Introduction To Chaotic Dynamical Systems
- Synthetic Data and Generative AI
- Intuitive Machine Learning and Explainable AI
- Stochastic Processes and Simulations
These documents are used as textbooks for our AI and machine learning certifications. To learn more about the certifications, follow this link. For the GenAI Fellowship (free training), follow this link.
Free Technical Articles For Subscribers Only
To open these PDF documents, use the password provided when signing-up or in any edition of our newsletter. The summary is accessible to everyone. When clicking on a “download” link, you get two options: view or download the file. The download option is much faster: the view option takes time to render all the fonts and pictures on the screen (up to 30 seconds for large documents). If you already have a copy of some of these documents, check out the version. The most recent version is posted here.
The LaTeX source is available to subscribers only, and contains the images, bibliography and the source code (in a zip file) used to produce the document. It allows you to easily copy and paste the Python code, change the style and formatting (such as font size) to your liking, or for easy inclusion in other documents. To access it, click on “Full version”. All the Python code is also on GitHub.
- Build and Evaluate High Performance Taxonomy-Based LLMs From Scratch.
Read summary and download PDF. 10 pages, April 2024. Not password-protected. - Hallucination-Free, Self-Tuned, Fast Hierarchical LLMs with Multi-Token Embeddings
Read summary and download PDF. 10 pages, April 2024. Not password-protected. - Extreme LLM: Case Study, Documentation, Best Practices, and Python sources
Read summary and download PDF. 30+ pages, March 2024. Not password-protected. - Probabilistic ANN: The Swiss Army Knife of GenAI
Download PDF | Read summary. 8 pages, February 2024. Not password-protected. - New GenAI Evaluation Metrics, Ultrafast Search, and Perfect Randomness
Download PDF | Read summary. 12 pages, January 2024. Not password-protected. - Genome: Synthesizing DNA Sequences with LLM Techniques
Download PDF | Read summary. 7 pages, November 2023. Not password-protected. - Easy Trick to Debias GenAI Models: Quantile Convolution
Download PDF | Read summary. 7 pages, November 2023. Not password-protected. - Quantum derivatives, GenAI, and the Riemann Hypothesis
Download PDF | Read summary. 12 pages, November 2023. Not password-protected. - GenAI: Fast Data Synthetization with Distribution-free Hierarchical Bayesian Models
Download PDF | Read summary | Full version. 22 pages, September 2023. - Generative AI: How to Fix a Failing GAN Synthesizer
Download PDF | Read summary | Full version. 10 pages, August 2023. - Generative AI Technology Break-through: Spectacular Performance of New Synthesizer
Download PDF | Read summary | Full version. 16 pages, August 2023. - Synthesizing Geospatial Data with A Simple NoGAN Technique
Download PDF | Read summary. 11 pages, July 2023. - Sound Generation in Python: Turning Your Data into Music
Download PDF | Read summary. 4 pages, July 2023. Not password-protected. - Generative AI: Synthetic Data Vendor Comparison and Benchmarking Best Practices
Download PDF | Read summary. 13 pages, June 2023. Not password-protected. - A Synthetic Stock Exchange Played with Real Money
Download PDF | Read summary. 20 pages, May 2023. Not password-protected. - Generating and Videolizing Agglomerative Processes
Download PDF | Read summary | Full version. 8 pages, April 2023. - Massively Speed-Up your Learning Algorithm, with Stochastic Thinning
Download PDF | Read summary | Full version. 13 pages, April 2023. - Smart Grid Search for Hyperparameter Tuning
Download PDF | Read summary | Full version. 8 pages, March 2023. - Feature Clustering: A Simple Solution to Many Machine Learning Problems
Download PDF | Read summary | Full version. 6 pages, March 2023. - Data Synthetization: enhanced GANs vs Copulas
Download PDF | Read summary. 14 pages, March 2023. Not password-protected. - Introduction to Discrete Chaotic Dynamical Systems
Download PDF | Read summary. 17 pages, February 2023. - Random Walks, Brownian Motions, and Related Stochastic Processes
Download PDF | Read summary | Full version. 15 pages, February 2023. - Math-free, Parameter-free Gradient Descent in Python
Download PDF | Read summary | Full version. 14 pages, January 2023. - New Interpolation Method for Data Synthetization and Prediction
Download PDF | Read summary | Full version. 18 pages, January 2023. - Military-grade Fast Random Number Generator Based on Quadratic Irrationals
Download PDF | Read summary. 5 pages, December 2022. Not password-protected. - Empirical Optimization with Divergent Fixed Point Algorithm – When All Else Fails
Download PDF | Read summary. 12 pages, December 2022. Not password-protected. - Spectacular Videos: Synthetic Universes, with Star Collision Graph
Download PDF | Read summary | Full version. 13 pages, November 2022. - Dynamic Clouds and Landscape Generation: Morphing and Evolutionary Processes
Download PDF | Read summary | Full version. 9 pages, November 2022. - Advanced Machine Learning with Basic Excel — Simple Alternative to XGBoost.
Download PDF | Read summary | Full version. 10 pages, September 2022. - Machine Learning Cloud Regression: The Swiss Army Knife of Optimization.
Download PDF | Read summary | Full version. 25 pages, August 2022. - Weird Random Walks: Synthetizing, Testing and Leveraging Quasi-randomness.
Download PDF | Read summary | Full version. 10 pages, August 2022. - Detecting Subtle Departures from Randomness.
Download PDF | Read summary | Full version. 14 pages, July 2022. - Classification and Clustering via Image Convolution Filters — Alternative to Generative Mixture Models.
Download PDF | Read summary | Full version. 15 pages, June 2022. - The Art of Visualizing High Dimensional Data.
Download PDF | Read summary | Full version. 17 pages [22.8 MB], June 2022. - Gentle Introduction to Linear Algebra, with Spectacular Applications.
Download PDF | Read summary | Full version. 9 pages, June 2022. - Interpretable Machine Learning: Multipurpose, Model-free, Math-free Fuzzy Regression.
Download PDF | Read summary | Full version. 11 pages, May 2022. - Classification of Shapes via Explainable AI.
Download PDF | Read summary | Full version. 7 pages, April 2022. - Interpretable Machine Learning on Synthetic Data, and Little Known Secrets About Linear Regression.
Download PDF | Read summary | Full version. 13 pages, May 2022. - New Perspective on the Riemann Hypothesis.
Download PDF | Read summary | Full version. 23 pages, July 2022.