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:Scikit learn Scikit learn Cross Validation Evaluation
- Workflow:FlowiseAI Flowise Chatbot Deployment
- Workflow:Shiyu coder Kronos Batch Prediction
- Workflow:DataTalksClub Data engineering zoomcamp dbt Analytics Transformation
- Workflow:Mlc ai Web llm Text Embeddings And RAG
- Workflow:Recommenders team Recommenders Neural Collaborative Filtering
- Workflow:NVIDIA NeMo Curator Fuzzy Deduplication
- Workflow:Ggml org Ggml Vision Model Inference
- Workflow:Snorkel team Snorkel Weak Supervision Pipeline
- Workflow:Microsoft Playwright Codegen test recording
Principles
- Principle:Microsoft Autogen Team Deployment
- Principle:Helicone Helicone Application Services
- Principle:Pyro ppl Pyro Statistical Diagnostics
- Principle:Kubeflow Kubeflow Build Pipeline
- Principle:Avhz RustQuant Root Finding
- Principle:FlagOpen FlagEmbedding LLM Dense Retrieval Training
- Principle:Risingwavelabs Risingwave Iceberg Integration
- Principle:ArroyoSystems Arroyo Pipeline Shutdown
- Principle:Google deepmind Dm control Walker Selection
- Principle:Intel Ipex llm Training With HF Trainer QLoRA
Implementations
- Implementation:Langgenius Dify AppModeEnum
- Implementation:ArroyoSystems Arroyo Iceberg Connector
- Implementation:BerriAI Litellm Get Supported Openai Params
- Implementation:Google deepmind Dm control Suite Stacker
- Implementation:Infiniflow Ragflow Canvas Run
- Implementation:Turboderp org Exllamav2 HumanEval Benchmark
- Implementation:Dagster io Dagster Vercel Redirect Configuration
- Implementation:Turboderp org Exllamav2 ExLlamaV2Tokenizer
- Implementation:Vespa engine Vespa Predicate Search ABI Spec
- Implementation:Online ml River Cluster DenStream
Heuristics
- Heuristic:Predibase Lorax LoRA Kernel Selection By Rank
- Heuristic:Wandb Weave Payload Size Limits
- Heuristic:Lakeraai Pint benchmark Use Balanced Accuracy For Imbalanced Datasets
- Heuristic:Online ml River ARF Drift Detection Sensitivity
- Heuristic:Huggingface Open r1 Reward Function Tuning
- Heuristic:Mit han lab Llm awq Skip QK Projection Clipping
- Heuristic:Trailofbits Fickling Injection Mode Selection
- Heuristic:Zai org CogVideo DeepSpeed Checkpoint Conversion Tips
- Heuristic:Openai Openai python Structured Output Strict Schema
- Heuristic:BerriAI Litellm SSL Cipher Optimization
Environments
- Environment:Heibaiying BigData Notes Spark 2 4 Environment
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Vllm project Vllm NVIDIA CUDA
- Environment:Kubeflow Kubeflow Git GitHub Environment
- Environment:PeterL1n BackgroundMattingV2 PyTorch CUDA
- Environment:Kornia Kornia ONNX Runtime Environment
- Environment:Snorkel team Snorkel SpaCy NLP
- Environment:Marker Inc Korea AutoRAG API Keys And Credentials
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:Alibaba ROLL Megatron Training Environment