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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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|---|---|---|
| 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:Huggingface Datatrove Summary Statistics
- Workflow:Pola rs Polars Lazy Query Pipeline
- Workflow:Huggingface Datasets Dataset Loading and Exploration
- Workflow:ARISE Initiative Robosuite Environment Setup And Simulation
- Workflow:Cleanlab Cleanlab Classification Label Issue Detection
- Workflow:Obss Sahi Sliced Inference Pipeline
- Workflow:Dotnet Machinelearning Binary Classification Pipeline
- Workflow:Cohere ai Cohere python Tool Use Agentic Chat
- Workflow:Promptfoo Promptfoo Project Initialization
- Workflow:FlagOpen FlagEmbedding Benchmark Evaluation
Principles
- Principle:Google deepmind Mujoco Newton Solver
- Principle:DataTalksClub Data engineering zoomcamp Kestra Table Creation
- Principle:Langchain ai Langgraph UI Component Management
- Principle:Langgenius Dify Dynamic Import Pattern
- Principle:Microsoft Semantic kernel Vector Store Collection Setup
- Principle:Ggml org Llama cpp Text Processing
- Principle:LaurentMazare Tch rs Weight Loading
- Principle:Neuml Txtai YAML Application Configuration
- Principle:DataExpert io Data engineer handbook Test Data Construction
- Principle:ClickHouse ClickHouse Portable Atomic Operations
Implementations
- Implementation:PacktPublishing LLM Engineers Handbook SFTTrainer Train
- Implementation:Alibaba MNN LLM Config JSON
- Implementation:Turboderp org Exllamav2 Ext QMLP
- Implementation:SeleniumHQ Selenium Closure Log
- Implementation:Tencent Ncnn YOLOv8 Pose Example
- Implementation:Roboflow Rf detr Best Checkpoint Selection
- Implementation:Ollama Ollama ParseFromModel
- Implementation:Microsoft Playwright StackTrace
- Implementation:FlagOpen FlagEmbedding BGE Eval MSMARCO
- Implementation:Apache Airflow TimerProtocol
Heuristics
- Heuristic:Huggingface Diffusers Guidance Scale Defaults
- Heuristic:CrewAIInc CrewAI MCP Timeout And Retry Strategy
- Heuristic:Haosulab ManiSkill Initial Pose Performance
- Heuristic:Interpretml Interpret Memory Budget Heuristic
- Heuristic:DistrictDataLabs Yellowbrick Elbow Knee Detection Sensitivity
- Heuristic:Evidentlyai Evidently Statistical Test Auto Selection
- Heuristic:Huggingface Datatrove VLLM Startup Optimization
- Heuristic:Ray project Ray Autoscaling Delay Tuning
- Heuristic:Getgauge Taiko Browser Launch Flags
- Heuristic:Langgenius Dify Gevent Monkey Patching Order
Environments
- Environment:Heibaiying BigData Notes HBase Environment
- Environment:Ggml org Llama cpp Vulkan GPU Environment
- Environment:Nautechsystems Nautilus trader Databento API Credentials
- Environment:Allenai Open instruct Ray Distributed
- Environment:Unslothai Unsloth Python Transformers
- Environment:Interpretml Interpret Visualization Environment
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:Huggingface Open r1 CUDA Environment
- Environment:Sgl project Sglang CUDA SM100
- Environment:Shiyu coder Kronos Comet ML Logging