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ML Data Lifecycle in Production
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ML
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
CS
CS
Rust
Rust
Tutorial
Tutorial
Getting Started with Rust
Guessing game
Common Programming Concepts in Rust
Ownership in Rust
Structs in Rust
Enums and Pattern Matching in Rust"
Rust's Module System
Common Collections in Rust
Error Handling in Rust
Generic Types in Rust
Traits in Rust
Rust Lifetimes
Testing
Testing
Testing in Rust
Testing in Rust - Part 2
CLI App
CLI App
CLI App in Rust
CLI App in Rust - Part 2
Functional
Functional
Closures in Rust
Iterators in Rust
Cargo
Cargo
Cargo Workspaces
Publishing a Rust Crate
Smart Pointers
Smart Pointers
Smart Pointers in Rust - The Deref Trait
Smart Pointers in Rust - The Drop Trait
Smart Pointers in Rust - Reference Counting
Smart Pointers in Rust - Interior Mutability
Smart Pointers in Rust - References Cycles
Box Smart Pointer in Rust
Concurrency
Concurrency
Concurrency in Rust - Creating Threads
Concurrency in Rust - Message Passing
Concurrency in Rust - Sharing State
OOPS
OOPS
Object Oriented Programming in Rust
Using Trait Objects in Rust
State Design Pattern in Rust
Patterns
Patterns
Patterns and Matching in Rust
Pattern Syntax in Rust
Advanced Rust
Advanced Rust
Writing Unsafe Rust
Advanced Traits Rust
Advanced Types in Rust
Advanced Functions and Closures in Rust
Macros in Rust
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Mathematics
Regex
ML Data Lifecycle in Production
Second course of Machine Learning Engineering for Production
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