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:Apache Druid Visual Data Exploration
- Workflow:LLMBook zh LLMBook zh github io LLM Pretraining
- Workflow:Langgenius Dify Workflow Builder and Execution
- Workflow:OpenHands OpenHands SaaS Server Assembly
- Workflow:Deepspeedai DeepSpeed Hybrid Engine RLHF Training
- Workflow:Huggingface Transformers Pipeline Inference
- Workflow:Testtimescaling Testtimescaling github io Adding a New Paper
- Workflow:CarperAI Trlx RLHF Dialogue Alignment
- Workflow:Cleanlab Cleanlab Token Classification Label Quality
- Workflow:Mbzuai oryx Awesome LLM Post training Research Trend Analysis
Principles
- Principle:Mit han lab Llm awq NVILA Multimodal Architecture
- Principle:Tensorflow Serving Multi Inference
- Principle:Mlflow Mlflow Tracking Environment Configuration
- Principle:ClickHouse ClickHouse MIME Multipart Processing
- Principle:Microsoft Playwright Execute API Requests
- Principle:Sktime Pytorch forecasting Learning Rate Finding
- Principle:Rapidsai Cuml Cluster Model Fitting
- Principle:Neuml Txtai Prompt Engineering
- Principle:MaterializeInc Materialize Cluster and Index Configuration
- Principle:Norrrrrrr lyn WAInjectBench Supervised Training Loop
Implementations
- Implementation:Hpcaitech ColossalAI SFTTrainer
- Implementation:Fede1024 Rust rdkafka Metadata Wrappers
- Implementation:InternLM Lmdeploy AttentionQuantization
- Implementation:Langchain ai Langchain ChatModelIntegrationTests Subclass
- Implementation:TobikoData Sqlmesh ModalConfirmation
- Implementation:Deepspeedai DeepSpeed GDS Op
- Implementation:DistrictDataLabs Yellowbrick Dataset Containers
- Implementation:SeleniumHQ Selenium HasCdp
- Implementation:Elevenlabs Elevenlabs python SessionStartedPayloadConfig
- Implementation:Apache Airflow Helm Template Deployment
Heuristics
- Heuristic:Unslothai Unsloth GGUF Quantization Selection
- Heuristic:Pytorch Serve Torch Compile Best Practices
- Heuristic:Bentoml BentoML Thread Env Vars Setting
- Heuristic:Marker Inc Korea AutoRAG One Dataset Per Project Directory
- Heuristic:Huggingface Trl QLoRA BF16 Adapter Casting
- Heuristic:Googleapis Python genai API Retry Backoff Strategy
- Heuristic:Vibrantlabsai Ragas Warning Deprecated Legacy LLM Wrappers
- Heuristic:Haotian liu LLaVA Gradient Checkpointing Memory Optimization
- Heuristic:Lm sys FastChat Conversation Splitting Token Buffer
- Heuristic:Neuml Txtai Thread Safety Constraints
Environments
- Environment:Langfuse Langfuse Node 24 Runtime
- Environment:Allenai Open instruct CUDA GPU Training
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed
- Environment:Sgl project Sglang Runtime
- Environment:CARLA simulator Carla Python API Runtime
- Environment:Unslothai Unsloth Llama Cpp
- Environment:Google research Deduplicate text datasets Rust Cargo Build Environment
- Environment:MarketSquare Robotframework browser Node Runtime
- Environment:ARISE Initiative Robomimic Robosuite Simulation Backend