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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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| 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:Lucidrains X transformers DPO Preference Alignment
- Workflow:Fede1024 Rust rdkafka Transactional Produce Consume
- Workflow:Huggingface Alignment handbook SFT DPO Alignment Pipeline
- Workflow:DataTalksClub Data engineering zoomcamp dlt Data Ingestion
- Workflow:NVIDIA NeMo Curator Fuzzy Deduplication
- Workflow:Langgenius Dify RAG Pipeline Development
- Workflow:Openclaw Openclaw Channel Connection
- Workflow:Deepset ai Haystack Document Preprocessing Pipeline
- Workflow:Togethercomputer Together python Embeddings And Reranking
- Workflow:CrewAIInc CrewAI Hierarchical Crew Execution
Principles
- Principle:Microsoft LoRA NLU LoRA Injection
- Principle:Vespa engine Vespa CMake Configuration
- Principle:Helicone Helicone ClickHouse Cost SQL Generation
- Principle:Pyro ppl Pyro Information Form Gaussian
- Principle:EvolvingLMMs Lab Lmms eval Task Utility Functions
- Principle:Microsoft Onnxruntime Checkpoint Saving
- Principle:Ggml org Llama cpp StreamingJSONParsing
- Principle:Farama Foundation Gymnasium Vectorized Environment Creation
- Principle:Mlc ai Web llm Embedding Input Formatting
- Principle:Microsoft Semantic kernel Vector Store Data Model
Implementations
- Implementation:Treeverse LakeFS ImportStatus
- Implementation:Bentoml BentoML Models Export Import
- Implementation:Open compass VLMEvalKit MMLongBench
- Implementation:Treeverse LakeFS Authorization API Spec
- Implementation:Ollama Ollama Inference Handler
- Implementation:BerriAI Litellm Integration Handlers
- Implementation:Langfuse Langfuse ProcessEventBatch
- Implementation:Webdriverio Webdriverio Error Handling Pattern
- Implementation:Huggingface Diffusers Scheduler From Config
- Implementation:ARISE Initiative Robosuite Renderer Base
Heuristics
- Heuristic:Romsto Speculative Decoding Shared Tokenizer Requirement
- Heuristic:Haosulab ManiSkill Physics Solver Tuning
- Heuristic:Pola rs Polars Streaming For Large Datasets
- Heuristic:Mbzuai oryx Awesome LLM Post training Checkpoint Every 3 Papers
- Heuristic:Fastai Fastbook Discriminative Learning Rates
- Heuristic:Zai org CogVideo Memory Optimization Strategies
- Heuristic:Allenai Open instruct NCCL CUMEM Disable
- Heuristic:EvolvingLMMs Lab Lmms eval Distributed Padding Strategy
- Heuristic:Openai Openai agents python Tool Choice Reset Prevents Loops
- Heuristic:Apache Beam Warning Deprecated Twister2 Runner
Environments
- Environment:Vllm project Vllm Intel XPU
- Environment:Facebookresearch Audiocraft AudioCraft Environment Variables
- Environment:VainF Torch Pruning CUDA GPU Benchmarking
- Environment:NVIDIA DALI CMake Build Environment
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:Volcengine Verl Megatron Core Environment
- Environment:TobikoData Sqlmesh BigQuery Connection
- Environment:Apache Shardingsphere Calcite Federation Engine
- Environment:Allenai Open instruct CUDA GPU Training
- Environment:Openai Openai python Azure OpenAI