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GokuMohandas/MadeWithML
Home
About
Foundations
Foundations
Lessons
🛠 Toolkit
🛠 Toolkit
Notebooks
Python
NumPy
Pandas
PyTorch
🔥 Machine Learning
🔥 Machine Learning
Linear regression
Logistic regression
Neural networks
Data quality
Utilities
🤖 Deep Learning
🤖 Deep Learning
CNNs
Embeddings
RNNs
Attention
Transformers
MLOps
MLOps
Lessons
📦 Purpose
📦 Purpose
Product
System design
Project
🔢 Data
🔢 Data
Labeling
Preprocessing
Exploration
Splitting
Augmentation
📈 Modeling
📈 Modeling
Baselines
Evaluation
Experiment tracking
Optimization
📝 Scripting
📝 Scripting
Packaging
Organization
Logging
Documentation
Styling
Makefile
📦 Interfaces
📦 Interfaces
Command line
RESTful API
✅ Testing
✅ Testing
Code
Data
Models
♻️ Reproducibility
♻️ Reproducibility
Git
Pre-commit
Versioning
Docker
🚀 Production
🚀 Production
Dashboard
CI/CD workflows
Infrastructure
Monitoring
Feature store
Pipelines
Continual learning
Data-centric AI
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Made With ML