Training and PretrainingTraining and Pretraining
The mysterious process where the parameters of an LLM are produced.The mysterious process where the parameters of an LLM are produced.
Field notes / 2026
Ideas in motion.Notes worth keeping.
A quiet place for experiments, lessons, unfinished thoughts, and the small details that make building feel meaningful.
All notes
13 published notes
Deep learning - PyTorchDeep learning - PyTorch
The basis for deep learningThe basis for deep learning
Transformers - Path to Deep Learning 3Transformers - Path to Deep Learning 3
The base of modern LLMsThe base of modern LLMs
Matplotlib, Seaborn and Plotting ToolsMatplotlib, Seaborn and Plotting Tools
Introducing plotting tools in machine learning, from Matplotlib basics to Seaborn and model evaluation.Introducing plotting tools in machine learning, from Matplotlib basics to Seaborn and model evaluation.
Transformers - Path to Deep LearningTransformers - Path to Deep Learning 2
The Basis for LLMsThe Basis for LLMs
Transformers - Path to Deep Learning 1Transformers - Path to Deep Learning 1
The basis of deep learning and Gen AI (LLMs).The basis of deep learning and Gen AI (LLMs).
Supplemental Concepts (Models)Supplemental Concepts (Models)
In this chapter, I will be supplementing the basic concepts needed for advanced machine learning.In this chapter, I will be supplementing the basic concepts needed for advanced machine learning.
Utilizing Scikit-LearnUtilizing Scikit-Learn
A super powerful ML tool for linear regression and gradient descent.A super powerful ML tool for linear regression and gradient descent.
Deeper ML - Linear Regression and Gradient DescentDeeper ML - Linear Regression and Gradient Descent
A chapter introducing a very important concept - Linear regressionA chapter introducing a very important concept - Linear regression
Decision TreesDecision Trees
A non-code chapter that introduces a very important concept in machine learning - Decision Trees.A non-code chapter that introduces a very important concept in machine learning - Decision Trees.
Interlude - RegexInterlude - Regex
A short chapter about a very important data tool about RegexsA short chapter about a very important data tool about Regexs
Advanced NumPy and Basic PandasAdvanced NumPy and Basic Pandas
Continues with the last chapterContinues with the last chapter
Machine Learning Fundamentals and NumPyMachine Learning Fundamentals and NumPy
An introduction to ML fundamentals介绍ML入门知识