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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Sail sg LongSpec Speculative Decoding Inference
- Workflow:ChenghaoMou Text dedup SimHash Deduplication
- Workflow:Hiyouga LLaMA Factory PPO RLHF Training
- Workflow:Online ml River Binary Classification Pipeline
- Workflow:Heibaiying BigData Notes Hive Data Warehouse Operations
- Workflow:Danijar Dreamerv3 Single Process Training
- Workflow:Iamhankai Forest of Thought CGDM Post Processing
- Workflow:Vllm project Vllm Speculative Decoding
- Workflow:Huggingface Peft LoRA Embedding Semantic Search
- Workflow:Teamcapybara Capybara RSpec Integration Setup
Principles
- Principle:OpenGVLab InternVL Training Configuration
- Principle:Puppeteer Puppeteer Browser Process Management
- Principle:Isaac sim IsaacGymEnvs Robot Controller Configuration
- Principle:Huggingface Optimum Parallel Layer Replacement
- Principle:Zai org CogVideo MoVQ Decoder Architecture
- Principle:Huggingface Datatrove Dataset Integrity Validation
- Principle:HKUDS AI Trader Benchmark Index Analysis
- Principle:Lucidrains X transformers Belief State Training
- Principle:Microsoft Playwright Verify Network Interactions
- Principle:Google deepmind Dm control Control Suite Environment Loading
Implementations
- Implementation:Duckdb Duckdb SkipList
- Implementation:Google research Deduplicate text datasets Load Dataset HF
- Implementation:Cohere ai Cohere python HttpResponse
- Implementation:Openai Openai node Realtime Send Session Update
- Implementation:CARLA simulator Carla Sensor Stop Destroy
- Implementation:Pytorch Serve Llama2 Tokenizer
- Implementation:Duckdb Duckdb Snowball Stemmer
- Implementation:TA Lib Ta lib python Pip Install TA Lib
- Implementation:TobikoData Sqlmesh API Table Diff
- Implementation:Evidentlyai Evidently Legacy UI Local Service
Heuristics
- Heuristic:Elevenlabs Elevenlabs python Client Timeout Configuration
- Heuristic:Puppeteer Puppeteer Headless Linux Requirements
- Heuristic:Google research Deduplicate text datasets Ulimit File Descriptors For Merge
- Heuristic:Scikit learn Scikit learn Feature Scaling Numerical Stability
- Heuristic:BerriAI Litellm Batch Size Flush Interval Tuning
- Heuristic:Dotnet Machinelearning FastTree Default Hyperparameters
- Heuristic:Intel Ipex llm QLoRA Training Hyperparameters
- Heuristic:Mlc ai Mlc llm Metal KV Cache Capacity Limit
- Heuristic:OpenGVLab InternVL Pixel Shuffle Downsampling
- Heuristic:OWASP Www project top 10 for large language model applications Vulnerability Entry Structure Guide
Environments
- Environment:Farama Foundation Gymnasium JAX Functional Backend
- Environment:Nautechsystems Nautilus trader Binance API Credentials
- Environment:Hiyouga LLaMA Factory Optional Inference Backends
- Environment:NVIDIA DALI FFmpeg Environment
- Environment:Huggingface Datasets SQL Dependencies
- Environment:Testtimescaling Testtimescaling github io Python 3 Runtime
- Environment:Elevenlabs Elevenlabs python FFmpeg Mpv
- Environment:Allenai Open instruct Docker Container
- Environment:Ollama Ollama CGo Runtime
- Environment:Ggml org Ggml CUDA GPU Environment