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:Helicone Helicone LLM Request Proxy Logging
- Workflow:Haifengl Smile Nearest Neighbor Search
- Workflow:OWASP Www project top 10 for large language model applications Agentic Security Assessment
- Workflow:Deepspeedai DeepSpeed AutoTP Training
- Workflow:FlagOpen FlagEmbedding Benchmark Evaluation
- Workflow:Langfuse Langfuse Trace ingestion pipeline
- Workflow:Astronomer Astronomer cosmos Watcher execution mode
- Workflow:Duckdb Duckdb Building From Source
- Workflow:Trailofbits Fickling Pickle Safety Analysis
- Workflow:Intel Ipex llm RAG With LangChain
Principles
- Principle:OpenGVLab InternVL Vision Language Projection
- Principle:Ollama Ollama ImageGeneration
- Principle:Open compass VLMEvalKit Benchmark Dataset Construction
- Principle:Truera Trulens Records And Feedback Query
- Principle:Axolotl ai cloud Axolotl Model Saving
- Principle:Unstructured IO Unstructured OpenAI Embedding
- Principle:Datajuicer Data juicer Partition Size Optimization
- Principle:Ggml org Ggml RAII Resource Management
- Principle:Groq Groq python Binary Response Handling
- Principle:Marker Inc Korea AutoRAG Node Line Evaluation
Implementations
- Implementation:Huggingface Diffusers Quantized Pipeline Call
- Implementation:Facebookresearch Habitat lab StaticManipulator
- Implementation:Huggingface Datasets Get Dataset Config Info
- Implementation:Datajuicer Data juicer ImageDiffusionMapper
- Implementation:ClickHouse ClickHouse ArithmeticOverflow
- Implementation:Datahub project Datahub RestEmitter
- Implementation:Hpcaitech ColossalAI Checkpoint IO
- Implementation:ARISE Initiative Robosuite Collect Human Trajectory
- Implementation:Ucbepic Docetl Count Tokens
- Implementation:Open compass VLMEvalKit molmo
Heuristics
- Heuristic:Dotnet Machinelearning Numerical Stability Guards
- Heuristic:Unslothai Unsloth Merge Memory Management
- Heuristic:Norrrrrrr lyn WAInjectBench Zero Vector Fallback Failed Embeddings
- Heuristic:Gretelai Gretel synthetics Binary Encoder Cutoff
- Heuristic:Facebookresearch Habitat lab DDPPO Straggler Preemption
- Heuristic:Fastai Fastbook Weight Decay Tuning
- Heuristic:Fede1024 Rust rdkafka Main Queue Poll Interval
- Heuristic:Bentoml BentoML Warning Deprecated Runner Class
- Heuristic:Langchain ai Langchain Warning Deprecated Langchain Classic
- Heuristic:LLMBook zh LLMBook zh github io Reward Model LM Regularization
Environments
- Environment:Unstructured IO Unstructured OpenAI API
- Environment:Hiyouga LLaMA Factory Core Python GPU Environment
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment
- Environment:Huggingface Datatrove IO Dependencies
- Environment:Haifengl Smile Quarkus Serve Environment
- Environment:Apache Druid Web Console Development
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment
- Environment:Microsoft Autogen Python Runtime Environment
- Environment:Google deepmind Dm control OSMesa Software Rendering
- Environment:Junyanz Pytorch CycleGAN and pix2pix DDP Multi GPU