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Introduction To Deep Learning
Introduction To Deep Learning
Neural Networks
Neural Networks
Week 1 — Neural Networks and Deep Learning
Week 2 — Basics of Neural Network programming
Week 3 — One hidden layer Neural Networks
Week 4 — L Layers Deep Neural Networks
Machine Learning Engineering for Production
Machine Learning Engineering for Production
Introduction to Machine Learning Engineering for production
Introduction to Machine Learning Engineering for production
Week 1 — The ML project lifecycle
Week 2 — Key challenges in Modelling
Week 3 — Data
ML Data Lifecycle
ML Data Lifecycle
Week 1 — Collecting, labeling, and validating data
Week 2 — Feature Engineering
Week 3 — Data Journey
ML Modeling Pipeline
ML Modeling Pipeline
Week 1 — Hyperparameter tuning: searching for the best architecture
Week 2 — Dimensionality Reduction
Week 3 — High Performance Modeling"
Week 4 — Model Performance Analysis
Deloying ML models
Deloying ML models
Week 1 — Intro to Model Serving and Infrastructure
Week 2 — Model Serving Architecture, Scaling Infrastructure and More.
Week 3 — ML Experiment Management and Workflow Automation & MLOps Methodology
Week 4 — Model monitoring, Logging & model decay, GDPR, and Privacy
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CLI App in Rust
CLI App in Rust - Part 2
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Smart Pointers in Rust - The Deref Trait
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