Main Page
27,667
Total Pages
1,118
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.
Connect your AI coding agent. Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously:
- SuperML plugin — converts your AI coding agent into an expert ML engineer with agentic memory
- Leeroopedia MCP — search over best-practices and skills of ML/AI
- Kapso — experimentation platform for autonomous AI/ML software building
Browse by Category
| 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:Arize ai Phoenix Dataset and Experiment Lifecycle
- Workflow:Lm sys FastChat Distributed Model Serving
- Workflow:Testtimescaling Testtimescaling github io Adding a New Paper
- Workflow:Elevenlabs Elevenlabs python Text to Speech Generation
- Workflow:Haosulab ManiSkill Motion Planning Demo Generation
- Workflow:NVIDIA DALI Video Processing Pipeline
- Workflow:Helicone Helicone LLM Response Normalization
- Workflow:Volcengine Verl Supervised Fine Tuning
- Workflow:Dotnet Machinelearning AutoML Experiment
- Workflow:Intel Ipex llm Pipeline Parallel Inference
Principles
- Principle:Ggml org Llama cpp Build Quantize Tool
- Principle:ARISE Initiative Robosuite Controller Abstraction
- Principle:FlowiseAI Flowise Vector Store Query
- Principle:Dagster io Dagster External API Orchestration
- Principle:Webdriverio Webdriverio AI Self Healing
- Principle:Sgl project Sglang Structured Output Validation
- Principle:Apache Shardingsphere Change Handler Dispatch
- Principle:Interpretml Interpret Data Preparation And Validation
- Principle:Huggingface Transformers Device Mesh Topology
- Principle:Deepspeedai DeepSpeed RLHF Checkpointing
Implementations
- Implementation:FlowiseAI Flowise PublicExecutionDetails
- Implementation:Open compass VLMEvalKit MUGUWrapper
- Implementation:BerriAI Litellm Literal AI Logger
- Implementation:Arize ai Phoenix ToolResponseHandlingEvaluator
- Implementation:Bitsandbytes foundation Bitsandbytes Fix 4bit Weight Quant State
- Implementation:Ggml org Llama cpp Llama Sampler Sample
- Implementation:Treeverse LakeFS MergeIntoBranch
- Implementation:Datahub project Datahub HasSubTypes Mixin
- Implementation:Huggingface Peft C3AConfig
- Implementation:Microsoft Onnxruntime TrainingRunner Initialize
Heuristics
- Heuristic:Mbzuai oryx Awesome LLM Post training Depth Limit Recursion At 2
- Heuristic:Cypress io Cypress Timeout Tuning
- Heuristic:Bigscience workshop Petals Randomized Rebalancing Intervals
- Heuristic:Hpcaitech ColossalAI CUDA Device Max Connections Tip
- Heuristic:Huggingface Open r1 Reward Function Tuning
- Heuristic:Truera Trulens Feedback Score Thresholds
- Heuristic:Heibaiying BigData Notes HBase Connection Thread Safety Tip
- Heuristic:Microsoft DeepSpeedExamples RLHF Hyperparameter Guide
- Heuristic:Langgenius Dify Workflow Draft Hash Sync
- Heuristic:HKUDS AI Trader Position File Locking
Environments
- Environment:Helicone Helicone Node 20 TypeScript Runtime
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:Langgenius Dify Docker Compose Environment
- Environment:Recommenders team Recommenders Spark Environment
- Environment:Roboflow Rf detr ONNX Export Environment
- Environment:VainF Torch Pruning LLM Pruning Dependencies
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment
- Environment:Ollama Ollama Go Runtime
- Environment:Apache Airflow Docker Container Environment
- Environment:Sgl project Sglang CUDA Runtime