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Workflows
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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:FlagOpen FlagEmbedding Benchmark Evaluation
- Workflow:Apache Shardingsphere Shadow Rule Configuration
- Workflow:ARISE Initiative Robosuite Human Demonstration Collection
- Workflow:Fede1024 Rust rdkafka At Least Once Processing
- Workflow:Pyro ppl Pyro SVI Training
- Workflow:Sgl project Sglang ModelOpt Quantization And Export
- Workflow:Lance format Lance Full Text Search
- Workflow:CARLA simulator Carla Autonomous Navigation
- Workflow:ClickHouse ClickHouse Contributing Pull Request
- Workflow:Zai org CogVideo SAT Video Generation
Principles
- Principle:ContextualAI HALOs Feedback Labeling
- Principle:Alibaba ROLL MCoreAdapter Training Configuration
- Principle:Haotian liu LLaVA Custom Dataset Formatting
- Principle:Teamcapybara Capybara Auto Waiting
- Principle:Openai Openai python Training Data Preparation
- Principle:Triton inference server Server HTTP Server Architecture
- Principle:Huggingface Transformers Quantization Backend Selection
- Principle:Tencent Ncnn Foreign Model Conversion
- Principle:Openai Evals Persistent Memory Management
- Principle:DataTalksClub Data engineering zoomcamp Kestra Table Creation
Implementations
- Implementation:Obss Sahi Download Mmdet Config
- Implementation:Mlflow Mlflow Proto Plugin
- Implementation:Volcengine Verl Datasets Load Dataset
- Implementation:Online ml River Utils Pretty
- Implementation:Speechbrain Speechbrain Prepare VoxPopuli
- Implementation:Langgenius Dify UseCommon
- Implementation:FlowiseAI Flowise MarketplacesView
- Implementation:Vllm project Vllm CPU MLA Decode
- Implementation:NVIDIA TransformerEngine JAX Cpp Activation
- Implementation:FlagOpen FlagEmbedding LLARA Finetune Modeling
Heuristics
- Heuristic:Facebookresearch Habitat lab VER Tuning Guidelines
- Heuristic:Microsoft BIPIA Torch Compile Platform Guard
- Heuristic:Allenai Open instruct Polyak Reference Update
- Heuristic:NVIDIA DALI NVJPEG Memory Preallocation
- Heuristic:Vespa engine Vespa RPM Zstd Compression Settings
- Heuristic:Liu00222 Open Prompt Injection Cosine Similarity Segmentation Threshold
- Heuristic:Recommenders team Recommenders Test Timing Budgets
- Heuristic:Gretelai Gretel synthetics Parallel Generation CUDA Disable
- Heuristic:Neuml Txtai Faiss Index Sizing Tip
- Heuristic:Confident ai Deepeval Async Concurrency Tuning
Environments
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment
- Environment:EvolvingLMMs Lab Lmms eval Python Runtime Environment
- Environment:NVIDIA DALI TensorFlow Environment
- Environment:Iterative Dvc Remote Storage Backends
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:Princeton nlp SimPO CUDA Training
- Environment:Deepspeedai DeepSpeed CUDA GPU Environment
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop
- Environment:Mbzuai oryx Awesome LLM Post training Python Pandas
- Environment:Apache Kafka Docker Build Environment