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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:Recommenders team Recommenders Neural Collaborative Filtering
- Workflow:Anthropics Anthropic sdk python Extended Thinking Reasoning
- Workflow:Deepset ai Haystack Document Preprocessing Pipeline
- Workflow:Vllm project Vllm Offline Text Generation
- Workflow:Rapidsai Cuml Time Series Forecasting
- Workflow:Iterative Dvc Plot Visualization
- Workflow:Dagster io Dagster RAG Pipeline
- Workflow:Vllm project Vllm OpenAI Compatible Serving
- Workflow:Deepspeedai DeepSpeed AutoTP Training
- Workflow:Wandb Weave SDK Release
Principles
- Principle:Axolotl ai cloud Axolotl Sequence Packing
- Principle:ARISE Initiative Robomimic Rollout Execution Eval
- Principle:Microsoft Agent framework Azure Chat Client Configuration
- Principle:Pytorch Serve Server Lifecycle
- Principle:Helicone Helicone Cache Abstraction
- Principle:LLMBook zh LLMBook zh github io Quality Filtering
- Principle:Apache Shardingsphere SPI Refresher Loading
- Principle:Huggingface Optimum Activation Capture via Hooks
- Principle:Openai Whisper Alignment Head Configuration
- Principle:Risingwavelabs Risingwave Test Coverage Assurance
Implementations
- Implementation:Openai CLIP Clip Load
- Implementation:Datajuicer Data juicer StatsKeysConstant Registration
- Implementation:Scikit learn Scikit learn KMeans
- Implementation:Spotify Luigi HdfsTarget
- Implementation:Scikit learn Scikit learn SupervisedClusterMetrics
- Implementation:Trailofbits Fickling Identify Pytorch File Format
- Implementation:Ollama Ollama MLXRunner Array
- Implementation:Deepspeedai DeepSpeed Inference Cublas Wrappers
- Implementation:Zai org CogVideo Video Autoencoder Loss
- Implementation:EvolvingLMMs Lab Lmms eval GroundingMe Utils
Heuristics
- Heuristic:Pytorch Serve Batch Size Tuning
- Heuristic:ChenghaoMou Text dedup SimHash Optimization Ceiling
- Heuristic:Promptfoo Promptfoo WAL Mode Network Filesystem
- Heuristic:Hpcaitech ColossalAI Warmup Steps Heuristic
- Heuristic:ArroyoSystems Arroyo Checkpoint Interval Tuning
- Heuristic:CarperAI Trlx PEFT LoRA Integration
- Heuristic:Groq Groq python Retry Backoff Strategy
- Heuristic:Ucbepic Docetl Validation Retry Strategy
- Heuristic:Anthropics Anthropic sdk python Streaming For Long Requests
- Heuristic:Alibaba MNN Warning Deprecated Winograd Codegen
Environments
- Environment:Protectai Modelscan H5py Optional
- Environment:Spotify Luigi Python Runtime
- Environment:Pyro ppl Pyro CUDA GPU Acceleration
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:Treeverse LakeFS Spark GC Environment
- Environment:OpenGVLab InternVL Flash Attention 2
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:Sgl project Sglang Multimodal
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:Treeverse LakeFS Web UI Environment