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AWS Machine Learning (MLA-C01)
1. AWS Services
1.1 AI Services
1.2 Generative AI & Foundation Models
1.3 Machine Learning Algorithms
1.4 Data Services for ML
2. Core ML
2.1 ML Fundamentals
2.2 Feature Engineering
2.3 Huấn luyện & Đánh giá Mô hình
3. SageMaker
3.1 Amazon SageMaker
3.2 Algorithm Hyperparameters
3.3 Training & Fine-Tuning
3.4 SageMaker JumpStart
3.5 Amazon SageMaker Clarify
4. MLOps
4.1 MLOps & Deployment
4.2 Experiment Tracking & Versioning
4.3 CI/CD & Model Registry
4.4 Model Monitoring & Observability
5. Security
5.1 ML Security
5.2 Encryption
5.3 Network Security
6. Guides
6.1 Hướng dẫn Ôn thi AWS MLA
6.2 Cheat Sheet
6.3 [Tên Chủ đề]
Data Structures and Algorithms (DSA)
Phần 1
Chương 1 - Array
Chương 2 - String
Chương 3 - Recursion
Chương 4 - Sorting
Chương 5 - Binary Search
Chương 6 - Hash Table
Phần 2
Chương 7 - Linked List
Chương 8 - Queue + Stack
Chương 9 - Graph
Chương 10 - Breadth-First Search (BFS)
Chương 11 - Depth-First Search (DFS)
Chương 12 - Island Matrix Traversal
Phần 3
Chương 13 - Topological Sort
Chương 14 - Interval
Chương 15 - Heap
Chương 16 - Greedy
Chương 17 - Divide and Conquer
Chương 18 - Monotonic Queue + Stack
Phần 4
Chương 19 - Prefix Sum
Chương 20 - Prime Number
Chương 21 - Bit Manipulation + Mask
Chương 22 - Advanced Tree (BST, Segment Tree, Fenwick Tree)
Chương 23 - Trie
Chương 24 - Union Find (Disjoint Set Union)
Phần 5
Chương 25 - Advanced Binary Search (Search on Answer)
Chương 26 - Two Pointers (Fast & Slow Pointer)
Chương 27 - Sliding Window
Chương 28 - Backtracking
Chương 29 - Dynamic Programming
Chương 30 - Dijkstra
Phần 6
Chương 31 - Game Theory
Chương 32 - String Parser (Stack, State Machine, Regex)
Chương 33 - Minimum Spanning Tree (MST)
Chương 34 - Rolling Hash
Chương 35 - KMP (Knuth–Morris–Pratt)
Phần 7
Chương 36 - Z Function
Chương 37 - Binary Search kết hợp Graph Traversal
Chương 38 - Binary Search kết hợp Dynamic Programming
Chương 39 - Sorting kết hợp Dynamic Programming
Chương 40 - Bitmask Dynamic Programming
Phần 8
Chương 41 - Bitmask kết hợp Trie
Chương 42 - Tree Dynamic Programming
Chương 43 - Topological Sort kết hợp Dynamic Programming
Chương 44 - Combinatorics kết hợp Dynamic Programming
🎉 Hết phần Level 3!
Phụ lục
Lập trình Rust
Dự án 1: Trình chuyển đổi Markdown sang HTML (CLI)
Khởi tạo Project Rust mới với Cargo
Read Input File Content in Rust
Create a Rust Parser Module for Code Organization
Create a Private Helper for Inline Parsing
Create an HTML Document Generator Function
Create a Test Module in Rust
Create a CSS Stylesheet for HTML Output
Add 'notify' Crate for File Watching in Rust
Dự án 2: Log File Analyzer
Initialize Rust Project with Cargo
Create the Parser Module File
Import clap::Parser Trait in Rust
Rust File I/O: Opening a File with `std::fs`
Implement a Statically Compiled Regex for Log Parsing
Initialize HashMaps for Log Data Aggregation
Convert a HashMap to a Sortable Vec in Rust
Displaying a Formatted Report Title in Rust
Create a New Rust Module for Statistics
Add Serde Dependencies for JSON Serialization in Rust
Create a Test Module for the Rust Parser
Dự án 3: Rust Quiz Game
Setting Up a Rust Project
Rust Quiz Game Implementation
Implementing User Input Handling in Rust Quiz Game
Designing a Scoring System for Rust Quiz Game
Displaying Quiz Results in Rust
Enhancing Rust Quiz with Multiple Question Types
Implementing Numeric Input Validation in Rust
Implement High Score System with Persistence in Rust
Dự án 4: File Organizer
Explaining Rust Standard Library Imports
File Extension Type Mapping
Defining Directory Names for File Organization
Determining File Types in Rust
Handling Errors with Result Types in Rust
Creating Test Files for File Organizer
Dự án 5: Random Password Generator
Password Length Input Validation in Rust
Generate Random Characters from Specified Sets in Rust
Password Length Validation Implementation
Printing a Generated Password to the Console in Rust
Adding Option to Exclude Ambiguous Characters in Rust Password Generator
Dự án 6: Peer-to-Peer File Sharing CLI
Initialize a Rust Project with Cargo
Add Serde and Bincode for Data Serialization
Create a new module for the sender logic (`sender.rs`).
Create the Receiver Module in Rust
Declare Sender and Receiver Modules in Rust
Add the `indicatif` crate to `Cargo.toml`.
Add a `discover` Subcommand for LAN Discovery
Create a Custom Error Enum for Robust Error Handling in Rust
Add doc comments (`///`) to all public functions and structs explaining their purpose.
Dự án 7: Terminal-Based Text Editor
Create a New Rust Project with Cargo
Implement the Main Event Loop
Define the Central Editor State Struct
Create the `refresh screen` Method for the Editor
Detecting Arrow Key Presses in a Rust Terminal Editor
Capture Character Input in Rust TUI Editor
Handle the 'Enter' Key Press in the Event Loop
Accept a Filename from the Command Line
Modify `refresh screen` to only draw text rows up to `screen rows - 1`.
Add `row offset` to Editor State for Viewport Scrolling
Implement Text Search Entry Point in Rust Editor
Refactor Editor Struct into a Separate Rust Module
Dự án 8: Concurrent Web Scraper
Create a New Rust Project with Cargo
Define a Public Product Struct in Rust
Define an Asynchronous Web Scraping Function in Rust
From a Single URL to a Vector of URLs
Create a Tokio MPSC Channel for Concurrent Scraper Results
Define the Output CSV Filename in a Rust Scraper
Update `scrape page` Function Signature for Pagination
Add `clap` Dependency for Command-Line Interface
Add a Delay Argument for Polite Scraping
Refactor Rust Code into a CLI Module
Dự án 9: Weather CLI Tool
Configuring API Key Storage for Weather CLI Tool
Parsing Command-Line Arguments for Location in Rust
Constructing Weather API URL in Rust
Parsing JSON Responses in Rust for Weather CLI Tool
Researching Additional Weather APIs for Rust Weather CLI Tool
Adding Unit Measurement Option to Rust Weather CLI
Implement Location Validation in Rust Weather CLI Tool
Adding Configuration Options for Default Location and Units in Rust
Dự án 10: Personal Finance Tracker
Implementing Transaction Struct in Rust
Adding a Transaction in Rust
Writing Transactions to CSV in Rust
Calculate Total Income in Rust
Implementing a Menu System in Rust for Personal Finance Tracker
Implementing Error Handling for File Operations in Rust
Documenting Rust Code with Rustdoc
Dự án 11: Rust Tic-Tac-Toe
Setting Up the Game Board in Rust Tic-Tac-Toe
Player Input Validation in Rust Tic-Tac-Toe
Winning Condition Check in Rust Tic-Tac-Toe
Clear Console and Redraw Board in Rust
Player Scoring System Implementation in Rust Tic-Tac-Toe
Dự án 12: WebAssembly 2D Game Engine
Install wasm-pack for Rust and WebAssembly Development
Accessing the HTML Canvas from Rust and WebAssembly
Integrate Bevy ECS for Game Architecture
Create the RenderingSystem Function Skeleton
Define an ECS Resource for Keyboard Input State
Add wasm-bindgen-futures for Asynchronous Web APIs
Create an `AudioManager` resource.
Implement a Collider Component for Collision Detection
Set Up the Initial Scene for a Pong Game
Game Engine: Implement the Rotation Component
Profiling a Rust and WebAssembly Game
Dự án 13: Distributed Key-Value Store
Create a New Rust Project with Cargo
Define the Network Request Protocol with a Rust Enum
Implement Command-Line Configuration with `clap`
Raft Consensus: Define Node States with a Rust Enum
Define Raft Log Entry and Command Structures in Rust
Create a CLI Client using a Second Binary Target in Rust
Choose a file format for the log (e.g., a simple binary format using `bincode`).
Add Tracing Dependencies for Observability
Dự án 14: Procedural Macro for Custom `derive`
Create a Rust Library Crate with Cargo
Remove Boilerplate Code from `src/lib.rs`
Parse Macro Input into an AST with `syn`
Extract Struct Identifier in a Rust Procedural Macro
Construct the name for the builder struct, typically by appending 'Builder' to the original struct's name (e.g., `Command` -> `CommandBuilder`).
Generate the Builder's `impl` Block
Define the `build()` Method Signature for the Builder Macro
Generate an `impl` Block for the Original Struct
Add `trybuild` as a `dev-dependency` in your `Cargo.toml`.
Rust Procedural Macro: Detect Optional Field Types
Change the return type of the generated `build` method to `Result<#original struct name, String>`.
Add Documentation to a Rust Procedural Macro
Dự án 15: Concurrent Network Server
Setting Up a TCP Listener in Rust
Implementing TCP Listener in Rust
Implementing TCP Listener in Rust
Choosing Between Async/Await or Threading Model for Concurrent Network Server
Implementing SSL/TLS Support for Secure Connections
Dự án 16: Ray Tracer
Implementing a 3D Sphere Struct in Rust
Implementing the Ray Struct in Rust for Ray Tracing
Ray-Sphere Intersection Calculation
Implement Basic Shading for Objects in Ray Tracer
Adding Multiple Materials to Ray Tracer
Dự án 17: Fractal Generator
Choosing a Graphics Library for Your Rust Fractal Generator
Implement Mandelbrot Set Calculation in Rust
Setting Up OpenGL Shaders for Fractal Rendering
Implement Mouse Panning in Fractal Generator
Dự án 18: LLVM-based Compiler for a Simple Language
Install the LLVM 15 Toolchain
Define Primitive Types for the SimpliLang Compiler
Define the Lexical Token Enum in Rust
Define Abstract Syntax Tree (AST) Nodes in Rust
Implement a Scope-Aware Symbol Table for Semantic Analysis
Implement the Core `CodeGen` Struct for LLVM Backend
Understanding Core LLVM Optimization Passes
Compiler Backend: Initialize Native Target
Define the Core Compiler CLI Struct with clap
Integrate an error-reporting crate like `ariadne` or `codespan-reporting`.
Dự án 19: Simple Operating System Kernel
Install and Configure Rust Nightly Toolchain for OS Development
Create a Freestanding Rust Binary for a Kernel
Integrate the x86 64 Crate for CPU Exception Handling
Add `pic8259` Crate for Hardware Interrupt Handling
Implement the Timer Interrupt Handler
Read and Print the Physical Memory Map
Implement a `FrameAllocator` using the bootloader's memory map (e.g., a bitmap allocator).
Define the Core Task Struct for Kernel Multitasking
Create a static buffer to store keyboard input.
Dự án 20: Async Task Executor
Choosing the Right Async Runtime for Your Rust Project
Implement Round-Robin Task Scheduling Algorithm
Choosing a Data Structure for the Task Queue in Rust
Implementing Task Status Tracking in Rust Async Task Executor
Implementing Task Prioritization in Async Task Executor
Dự án 21: Custom Compression Library
Researching Compression Algorithms for Custom Compression Library
Data Structure Design for Custom Compression Library
Implement Decompression Function for RLE + Huffman Coding
Creating Test Cases for Custom Compression Library
Dự án 22: Rust Programming Language Interpreter
Specifying Valid Data Types for Your Rust Language Interpreter
Writing Regular Expressions for Lexer Tokenization in Rust
Choosing a Parsing Algorithm for Rust Interpreter
Implementing a Runtime Environment in Rust
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