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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:Sgl project Sglang ModelOpt Quantization And Export
- Workflow:Cleanlab Cleanlab Datalab Dataset Audit
- Workflow:Tensorflow Tfjs Sequential Model Training
- Workflow:Apache Kafka Coordinator Runtime Lifecycle
- Workflow:Speechbrain Speechbrain Whisper ASR Finetuning
- Workflow:Microsoft Agent framework Multi Agent Concurrent Orchestration
- Workflow:Apache Beam Dataflow Streaming Execution
- Workflow:Run llama Llama index ReAct Agent
- Workflow:Turboderp org Exllamav2 Multimodal Vision Inference
- Workflow:Openai Openai python Chat Completion
Principles
- Principle:Huggingface Datasets Dataset Builder Resolution
- Principle:Interpretml Interpret Synthetic Data
- Principle:Facebookresearch Audiocraft JASCO Generation Configuration
- Principle:CrewAIInc CrewAI Tool Assignment
- Principle:SeldonIO Seldon core Explainer Readiness Verification
- Principle:Anthropics Anthropic sdk python Parsed Output Access
- Principle:ClickHouse ClickHouse Nfpm Package Generation
- Principle:Roboflow Rf detr Roboflow Authentication
- Principle:NVIDIA DALI Tensor Layout Transposition
- Principle:Romsto Speculative Decoding Autoregressive Generation
Implementations
- Implementation:AUTOMATIC1111 Stable diffusion webui VQModel Autoencoder
- Implementation:Snorkel team Snorkel Augmented Data Combination Pattern
- Implementation:Datajuicer Data juicer JobUtils
- Implementation:Google deepmind Mujoco MJX Collision Primitive
- Implementation:CARLA simulator Carla StreamingServer
- Implementation:Facebookresearch Habitat lab HRLPPO update
- Implementation:Lm sys FastChat Train Yuan2
- Implementation:Haosulab ManiSkill ManiSkillTrajectoryDataset
- Implementation:Online ml River Metrics Precision
- Implementation:Openai Openai python Moderation Create Response
Heuristics
- Heuristic:Vibrantlabsai Ragas Concurrency And Retry Configuration
- Heuristic:OpenBMB UltraFeedback API Retry Strategy
- Heuristic:Turboderp org Exllamav2 Dynamic Generator Tuning
- Heuristic:OpenBMB UltraFeedback Position Bias Mitigation
- Heuristic:Mbzuai oryx Awesome LLM Post training Paper Deduplication Via Dict
- Heuristic:Mlc ai Web llm KV Cache Window Configuration
- Heuristic:Apache Paimon File Sizing and Split Planning
- Heuristic:AnswerDotAI RAGatouille Index Rebuild Vs Update Decision
- Heuristic:OpenGVLab InternVL Packed Training Buffer Management
- Heuristic:Ggml org Llama cpp Context Size Alignment
Environments
- Environment:Heibaiying BigData Notes HBase Environment
- Environment:Shiyu coder Kronos PyTorch CUDA Environment
- Environment:Openai Whisper FFmpeg
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies
- Environment:Teamcapybara Capybara Selenium WebDriver Environment
- Environment:Microsoft DeepSpeedExamples RLHF Training Environment
- Environment:Openclaw Openclaw Gateway Network Ports
- Environment:BerriAI Litellm Provider API Credentials
- Environment:Ucbepic Docetl Docker Deployment
- Environment:Apache Hudi Java Maven Build Environment