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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:Lm sys FastChat Distributed Model Serving
- Workflow:Eventual Inc Daft Multimodal AI Batch Inference
- Workflow:Huggingface Peft Seq2Seq AdaLoRA Finetuning
- Workflow:Cohere ai Cohere python Tool Use Agentic Chat
- Workflow:OpenBMB UltraFeedback Dataset Construction
- Workflow:Pyro ppl Pyro MCMC Inference
- Workflow:HKUDS AI Trader End to End US Stock Trading
- Workflow:Risingwavelabs Risingwave Iceberg Lakehouse Ingestion
- Workflow:Promptfoo Promptfoo CI CD Integration
- Workflow:Treeverse LakeFS Garbage Collection
Principles
- Principle:Truera Trulens Feedback Provider Configuration
- Principle:Togethercomputer Together python Video Generation
- Principle:Microsoft DeepSpeedExamples ZeRO Inference Environment
- Principle:Openai Openai python Embedding Input Preparation
- Principle:Mlc ai Web llm Cosine Similarity Search
- Principle:Ggml org Llama cpp Input Provenance Tracking
- Principle:Apache Flink Congestion Control Rate Limiting
- Principle:Tensorflow Tfjs Tensor Merging
- Principle:Tensorflow Tfjs Pretrained Model Loading
- Principle:Apache Airflow Local Testing
Implementations
- Implementation:Apache Paimon TokenLoader
- Implementation:Kubeflow Pipelines MLMD Store Protobuf
- Implementation:Ggml org Llama cpp Peg Parser Header
- Implementation:Eric mitchell Direct preference optimization Tokenize Batch Element
- Implementation:Haosulab ManiSkill StereoDepthCamera
- Implementation:Treeverse LakeFS Java SDK Model Setup
- Implementation:Rapidsai Cuml Make Regression
- Implementation:Apache Flink WritableSerializer
- Implementation:Marker Inc Korea AutoRAG Run Node Line
- Implementation:Langfuse Langfuse ProcessToIngestionEvents
Heuristics
- Heuristic:Snorkel team Snorkel Precision Init Prior
- Heuristic:Groq Groq python Timeout Configuration
- Heuristic:Run llama Llama index Batch Eval Retry Strategy
- Heuristic:Fede1024 Rust rdkafka Sensitive Config Sanitization
- Heuristic:DataExpert io Data engineer handbook Watermark Late Arrival Tolerance
- Heuristic:Triton inference server Server Concurrency Throughput Rule
- Heuristic:NVIDIA DALI NVJPEG Memory Preallocation
- Heuristic:Microsoft Onnxruntime ORTModule Wrapping Order
- Heuristic:Teamcapybara Capybara Async Waiting And Retry
- Heuristic:ChenghaoMou Text dedup Mersenne Prime Backward Compatibility
Environments
- Environment:Speechbrain Speechbrain PyTorch CUDA Runtime
- Environment:Risingwavelabs Risingwave Python Tooling Environment
- Environment:Neuml Txtai GPU Accelerator Environment
- Environment:InternLM Lmdeploy Build From Source
- Environment:Sgl project Sglang OpenAI
- Environment:Sgl project Sglang GitHub Actions
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies
- Environment:NVIDIA DALI FFmpeg Environment
- Environment:Spotify Luigi Apache Spark
- Environment:Deepspeedai DeepSpeed Multi Accelerator Environment