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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.
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|---|---|---|
| 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:Langchain ai Langgraph Building a Stateful Graph
- Workflow:Kornia Kornia ONNX Model Pipeline
- Workflow:NVIDIA NeMo Curator Image Curation Pipeline
- Workflow:MarketSquare Robotframework browser Installation and Setup
- Workflow:Unstructured IO Unstructured Document Partitioning
- Workflow:Apache Druid SQL Query Execution
- Workflow:CarperAI Trlx RLHF Dialogue Alignment
- Workflow:Openai Openai python Realtime Conversation
- Workflow:Run llama Llama index Data Ingestion Pipeline
- Workflow:Anthropics Anthropic sdk python Basic Message Conversation
Principles
- Principle:Sktime Pytorch forecasting Residual Connection
- Principle:Ray project Ray Runtime Shutdown
- Principle:Lakeraai Pint benchmark HF Model Wrapping
- Principle:PacktPublishing LLM Engineers Handbook LoRA Adapter Injection
- Principle:Zai org CogVideo Training Configuration
- Principle:Eventual Inc Daft Class UDF
- Principle:Scikit learn Scikit learn Ensemble Training
- Principle:Langchain ai Langgraph Graph Module Definition
- Principle:Eventual Inc Daft Query Plan Inspection
- Principle:Allenai Open instruct Evaluation Pipeline
Implementations
- Implementation:Microsoft Semantic kernel MistralAI Embeddings TestData
- Implementation:Ucbepic Docetl HealthQuotesExplorer
- Implementation:Googleapis Python genai Documents
- Implementation:Recommenders team Recommenders Start Or Get Spark
- Implementation:Facebookresearch Habitat lab Get config extension
- Implementation:Mage ai Mage ai Teradata Source
- Implementation:LMCache LMCache KVController Lookup
- Implementation:CrewAIInc CrewAI RAG Embedding Service
- Implementation:Hiyouga LLaMA Factory V1 Data Loader
- Implementation:Duckdb Duckdb Add Third Party
Heuristics
- Heuristic:LaurentMazare Tch rs Hidden Dimension Alignment
- Heuristic:Intel Ipex llm Llama Padding Token Workaround
- Heuristic:Protectai Llm guard ONNX Runtime Optimization
- Heuristic:Alibaba ROLL Gradient Checkpointing Recomputation
- Heuristic:Mit han lab Llm awq Skip QK Projection Clipping
- Heuristic:Risingwavelabs Risingwave Memory Cache Eviction Policy
- Heuristic:ARISE Initiative Robosuite Hard Reset Vs Soft Reset
- Heuristic:Elevenlabs Elevenlabs python Client Timeout Configuration
- Heuristic:AUTOMATIC1111 Stable diffusion webui GTX 16 Series FP16 Workaround
- Heuristic:NVIDIA NeMo Aligner Adam State Offloading Tip
Environments
- Environment:Junyanz Pytorch CycleGAN and pix2pix Python PyTorch Runtime
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:Tensorflow Tfjs Browser Runtime
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies
- Environment:Microsoft Playwright Platform Support Environment
- Environment:Nightwatchjs Nightwatch Android Mobile Testing
- Environment:Guardrails ai Guardrails Docker Server Runtime
- Environment:Vllm project Vllm Python
- Environment:Apache Beam Dataflow Streaming Runtime