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:Mlc ai Web llm Basic Chat Completion
- Workflow:OpenHands OpenHands SaaS Server Assembly
- Workflow:Trailofbits Fickling Pickle Safety Analysis
- Workflow:Cleanlab Cleanlab Token Classification Label Quality
- Workflow:Ollama Ollama Model Pull And Run
- Workflow:Langchain ai Langgraph Building a Stateful Graph
- Workflow:Hiyouga LLaMA Factory Model Inference and Serving
- Workflow:Openai Openai node Structured Output Parsing
- Workflow:Openai Openai python Chat Completion
- Workflow:ARISE Initiative Robosuite Teleoperation
Principles
- Principle:Deepspeedai DeepSpeed AutoTP Model Saving
- Principle:PrefectHQ Prefect Flow Run Querying
- Principle:EvolvingLMMs Lab Lmms eval Dataset Preparation
- Principle:Alibaba MNN Compression Validation
- Principle:SeldonIO Seldon core Model Lifecycle Management
- Principle:Huggingface Peft AdaLoRA Adaptive Rank
- Principle:Online ml River Streaming ROCAUC
- Principle:ArroyoSystems Arroyo Barrier Propagation
- Principle:Pyro ppl Pyro SVI Training Loop
- Principle:Microsoft DeepSpeedExamples Model Evaluation And Export
Implementations
- Implementation:Farama Foundation Gymnasium Box Discrete Dict Spaces
- Implementation:Sktime Pytorch forecasting EnEmbedding
- Implementation:Openai Openai python Response MCP List Tools Completed
- Implementation:Elevenlabs Elevenlabs python VoiceSamplePreviewResponseModel
- Implementation:DevExpress Testcafe NativeAutomation RequestHookEventProvider
- Implementation:Apache Kafka CoordinatorLoaderImpl Load
- Implementation:Groq Groq python Embeddings Create
- Implementation:Avhz RustQuant Accumulate
- Implementation:Iterative Dvc Push Fetch
- Implementation:Allenai Open instruct TensorDataCollatorWithFlattening
Heuristics
- Heuristic:Spotify Luigi Batch Parameter Aggregation
- Heuristic:Mlflow Mlflow Nested Run Organization
- Heuristic:Fede1024 Rust rdkafka Transaction Error Recovery
- Heuristic:Zai org CogVideo Memory Optimization Strategies
- Heuristic:Iamhankai Forest of Thought Early Stop Majority Vote
- Heuristic:Romsto Speculative Decoding Shared Tokenizer Requirement
- Heuristic:Risingwavelabs Risingwave Source Backoff Strategy
- Heuristic:Interpretml Interpret Categorical Float Conversion Gotcha
- Heuristic:CARLA simulator Carla Client Server Version Match
- Heuristic:Wandb Weave Concurrency Deadlock Prevention
Environments
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:Deepspeedai DeepSpeed XPU Environment
- Environment:Datahub project Datahub Frontend Build
- Environment:Iterative Dvc Python Runtime
- Environment:Puppeteer Puppeteer Node 18 Runtime
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment
- Environment:Vllm project Vllm Benchmarks
- Environment:Pytorch Serve CUDA GPU Environment
- Environment:BerriAI Litellm Python Runtime
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack