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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:Princeton nlp Tree of thought llm Adding new task
- Workflow:Onnx Onnx External Data Handling
- Workflow:Evidentlyai Evidently LLM Evaluation Monitoring
- Workflow:Apache Beam Twister2 Batch Execution
- Workflow:OWASP Www project top 10 for large language model applications Agentic Security Assessment
- Workflow:OpenRLHF OpenRLHF Iterative DPO
- Workflow:Allenai Open instruct Tulu3 Full Post Training
- Workflow:Apache Shardingsphere Shadow Rule Configuration
- Workflow:CrewAIInc CrewAI Sequential Crew Execution
- Workflow:Deepset ai Haystack Hybrid Document Search
Principles
- Principle:Princeton nlp Tree of thought llm Task Instantiation
- Principle:Online ml River TextClust Clustering
- Principle:FMInference FlexLLMGen DeepSpeed Package Build
- Principle:Mlfoundations Open flamingo Pretrained Weight Loading
- Principle:Cleanlab Cleanlab Issue Retrieval
- Principle:AUTOMATIC1111 Stable diffusion webui Embedding serialization
- Principle:Sktime Pytorch forecasting Synthetic Data Generation
- Principle:Mlc ai Web llm Structured Output Parsing
- Principle:OpenGVLab InternVL Length Grouped Sampling
- Principle:Hpcaitech ColossalAI Ray Weight Synchronization
Implementations
- Implementation:DataTalksClub Data engineering zoomcamp Java AvroProducer
- Implementation:Openai Openai python Resources Package Exports
- Implementation:Spotify Luigi BigQueryTarget
- Implementation:Microsoft Playwright AndroidDispatcher
- Implementation:LLMBook zh LLMBook zh github io Build Alibi Tensor
- Implementation:NVIDIA NeMo Aligner MegatronGPT Knowledge Distillation
- Implementation:Onnx Onnx Proto Utils
- Implementation:Mage ai Mage ai Chargebee Common Quotes Schema
- Implementation:Bitsandbytes foundation Bitsandbytes Linear4bit FSDP
- Implementation:NVIDIA TransformerEngine TELlamaForCausalLM
Heuristics
- Heuristic:Zai org CogVideo CPU Offload Strategy
- Heuristic:Liu00222 Open Prompt Injection PPL Threshold Tuning
- Heuristic:Run llama Llama index Batch Eval Retry Strategy
- Heuristic:Truera Trulens Temperature Zero For Deterministic Scoring
- Heuristic:ContextualAI HALOs TF32 Matmul Acceleration
- Heuristic:Microsoft BIPIA BF16 Compute Capability Check
- Heuristic:NVIDIA NeMo Aligner PPO NCCL Algorithm Setting
- Heuristic:Rapidsai Cuml GPU Cache Alignment
- Heuristic:Zai org CogVideo Frame Count and Resolution Constraints
- Heuristic:Volcengine Verl FSDP Mixed Precision Init
Environments
- Environment:CrewAIInc CrewAI Optional Provider Dependencies
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:Astronomer Astronomer cosmos Cloud Provider Dependencies
- Environment:Deepspeedai DeepSpeed NVMe Environment
- Environment:Pytorch Serve CUDA GPU Environment
- Environment:Fede1024 Rust rdkafka Kafka Broker Runtime
- Environment:Hiyouga LLaMA Factory Optional Inference Backends
- Environment:OpenBMB UltraFeedback vLLM Multi GPU Environment
- Environment:Apache Airflow Development Contributor Environment
- Environment:Pyro ppl Pyro Python PyTorch Core