Mike’s Machine Learning Blog
CNN Birdsong Classifier Description
CNN
conservation
AI
birdsong
project
Process description for the Olive Sided Flycatcher recognizer.
Simple RAG Example
RAG
DeepSeek
LLMs
Claude
Thank you Ben Clavié for getting me started on this path.
Random Forests for insurance premium prediction
Decision trees
Neural network
Ensembling
Insurance
Kaggle
Random Forests
FastAI
This notebook trains a random forest model to predict car insurance premium for a given customer.
Training a book reccomendation system using entity embeddings
Embeddings
Reccomender Systems
AI
PyTorch
fastai
Bias
L2 Regularization
Latent Factors
Cosine Similarity
In this example I’ll make a collaborative filtering model (recommender system) which uses an entity embedding as part of a system for recommending books to users.
Boat detector: Multi-Class vs Single-class Image Classification
Boat Classifier
CNN
Image recognition
Binary Crossentropy Loss
SoftMax
CrossEntropy
AI
Image Augmentation
Learning Rate Finder
In this notebook we build and train a convolutional neural network…
Solving linear and nonlinear equations with neural networks
Universal Approximation Theorem
PyTorch
Feature Crosses
Neural Networks
Linear Equations
Nonlinear Equations
Topics covered: - PyTorch - Feature Crosses - Linear and nonlinear models - universal approximation theorem - interpreting loss curves
Probability Distributions
Exploration
probability
PDF
What happens when we add two sets of data with rectangular probability distributions?
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