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:Huggingface Diffusers ControlNet Guided Generation
- Workflow:Apache Beam Local Pipeline Execution
- Workflow:Langgenius Dify Knowledge Base Creation
- Workflow:OpenRLHF OpenRLHF DPO Training
- Workflow:Unslothai Unsloth GRPO Reinforcement Learning
- Workflow:MarketSquare Robotframework browser JavaScript Extension
- Workflow:TobikoData Sqlmesh Plan and apply deployment
- Workflow:Hiyouga LLaMA Factory Full Parameter SFT
- Workflow:Apache Druid SQL Based Data Ingestion
- Workflow:Shiyu coder Kronos Qlib Finetuning
Principles
- Principle:Vespa engine Vespa Indexing Error Handling
- Principle:Deepseek ai Janus JanusFlow Model Loading
- Principle:Guardrails ai Guardrails Observability
- Principle:Huggingface Diffusers Weight Mapping
- Principle:PacktPublishing LLM Engineers Handbook Finetuning Dataset Preparation
- Principle:Google deepmind Mujoco Model Inspection
- Principle:ClickHouse ClickHouse Poco JSON Templating
- Principle:Apache Kafka Coordinator Write Operations
- Principle:PrefectHQ Prefect Asset Definition
- Principle:Haifengl Smile Decomposition Result Extraction
Implementations
- Implementation:Explodinggradients Ragas SimplePrompt Class
- Implementation:CrewAIInc CrewAI TXT Search Tool
- Implementation:Webdriverio Webdriverio Pnpm Lock
- Implementation:Getgauge Taiko Button
- Implementation:OpenGVLab InternVL MMBench VQA Inference
- Implementation:Snorkel team Snorkel LabelModel Predict
- Implementation:NVIDIA DALI CUDAStreamPool
- Implementation:Online ml River Optim AdaBound
- Implementation:AUTOMATIC1111 Stable diffusion webui Shared Options
- Implementation:Confident ai Deepeval Changelog Generator
Heuristics
- Heuristic:Bigscience workshop Petals Prompt Embeddings Float32 Precision
- Heuristic:Openai Whisper Temperature Fallback Strategy
- Heuristic:DistrictDataLabs Yellowbrick Model Fitted State Detection
- Heuristic:Deepseek ai Janus Image Generation Prompt Tips
- Heuristic:Mlfoundations Open flamingo Hungarian MMC4 Image Text Matching
- Heuristic:Lucidrains X transformers Sampling Temperature Strategy
- Heuristic:Protectai Modelscan Nested Zip Not Supported
- Heuristic:Lakeraai Pint benchmark Use Balanced Accuracy For Imbalanced Datasets
- Heuristic:Risingwavelabs Risingwave LSM Compaction Tuning
- Heuristic:OpenRLHF OpenRLHF Off Policy IS Correction Tip
Environments
- Environment:Kserve Kserve Knative Serving
- Environment:Vllm project Vllm CUDA
- Environment:Helicone Helicone Python ClickHouse Migrations
- Environment:Groq Groq python Python Groq SDK
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime
- Environment:Sgl project Sglang CPU
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment
- Environment:Haosulab ManiSkill GPU CUDA Simulation
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:Intel Ipex llm Pipeline Parallel Environment