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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:Microsoft LoRA NLU GLUE Finetuning
- Workflow:Pola rs Polars DataFrame Aggregation and Grouping
- Workflow:Mage ai Mage ai SQL Database Source Extraction
- Workflow:Guardrails ai Guardrails Custom Validator Development
- Workflow:Danijar Dreamerv3 Train And Evaluate
- Workflow:Sgl project Sglang Frontend Language Multi Turn Chat
- Workflow:InternLM Lmdeploy LLM Offline Batch Inference
- Workflow:Haosulab ManiSkill Sim2Real Deployment
- Workflow:Hiyouga LLaMA Factory PPO RLHF Training
- Workflow:Confident ai Deepeval Component Level LLM Evaluation
Principles
- Principle:Risingwavelabs Risingwave Iceberg Sink Integration
- Principle:Allenai Open instruct vLLM Weight Sync
- Principle:Princeton nlp Tree of thought llm DFS Tree Search
- Principle:Huggingface Datatrove C4 Quality Filtering
- Principle:Gretelai Gretel synthetics Training Configuration
- Principle:Helicone Helicone Feature Gating
- Principle:Protectai Llm guard Prompt Injection Detection
- Principle:Run llama Llama index Ingestion Pipeline Construction
- Principle:LaurentMazare Tch rs Seq2Seq Dataset Loading
- Principle:Cleanlab Cleanlab Token Issue Display
Implementations
- Implementation:SeldonIO Seldon core Operator Main
- Implementation:Ucbepic Docetl TopKOperation Execute
- Implementation:CarperAI Trlx NeMo ILQL Trainer
- Implementation:Ucbepic Docetl ResizableDataTable
- Implementation:Apache Shardingsphere DataSourceUnitPersistService Persist
- Implementation:Cohere ai Cohere python ConnectorsClient
- Implementation:Farama Foundation Gymnasium JaxToNumpy
- Implementation:Openai Openai python Microphone Helper
- Implementation:Openai Openai python Web Search Preview Tool
- Implementation:Google deepmind Mujoco Platform UI Adapter
Heuristics
- Heuristic:Lm sys FastChat Conversation Splitting Token Buffer
- Heuristic:AUTOMATIC1111 Stable diffusion webui NaN Detection And Precision Fixes
- Heuristic:Deepset ai Haystack Document Splitting Defaults
- Heuristic:Shiyu coder Kronos Two Stage Finetuning Strategy
- Heuristic:Treeverse LakeFS Warning Deprecated InternalApi Methods
- Heuristic:FMInference FlexLLMGen Sequence Length Alignment
- Heuristic:LaurentMazare Tch rs CuDNN Benchmark Mode
- Heuristic:Microsoft DeepSpeedExamples RLHF Hyperparameter Guide
- Heuristic:Fede1024 Rust rdkafka Manual Offset Store Pattern
- Heuristic:Eric mitchell Direct preference optimization FSDP Batch Size Per GPU
Environments
- Environment:Obss Sahi Python Pycocotools
- Environment:Vllm project Vllm Buildkite
- Environment:Microsoft BIPIA Python CUDA GPU Environment
- Environment:Ollama Ollama CGo Runtime
- Environment:Intel Ipex llm Portable Environment
- Environment:Getgauge Taiko Node Runtime
- Environment:Unstructured IO Unstructured Profiling Tools
- Environment:Lakeraai Pint benchmark Python 310 With Pandas
- Environment:Alibaba ROLL Megatron Training Environment
- Environment:ClickHouse ClickHouse OpenSSL Runtime