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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:Cypress io Cypress Binary Build and Release
- Workflow:Run llama Llama index Evaluation Pipeline
- Workflow:ARISE Initiative Robomimic Dataset Preparation Pipeline
- Workflow:ChenghaoMou Text dedup MinHash LSH Deduplication
- Workflow:OpenGVLab InternVL Preference Optimization
- Workflow:Apache Beam Twister2 Batch Execution
- Workflow:Tensorflow Serving Model Export And Serving
- Workflow:Apache Flink Async Sink Lifecycle
- Workflow:Triton inference server Server Model Performance Tuning
- Workflow:Testtimescaling Testtimescaling github io Automated Citation Tracking
Principles
- Principle:Explodinggradients Ragas DSPy Prompt Optimization
- Principle:Haosulab ManiSkill Reward Success Design
- Principle:NVIDIA NeMo Curator Web Data Acquisition
- Principle:Fede1024 Rust rdkafka Crate Public API Surface
- Principle:Online ml River Streaming Statistics
- Principle:Mlc ai Web llm Package Build Pipeline
- Principle:Langgenius Dify Knowledge Base Connection
- Principle:ClickHouse ClickHouse SIMD Character Search
- Principle:Testtimescaling Testtimescaling github io Comparison Table Editing
- Principle:Huggingface Datatrove Exact Deduplication
Implementations
- Implementation:Online ml River Sketch HeavyHitters
- Implementation:Farama Foundation Gymnasium VectorEnv Step Reset
- Implementation:Google deepmind Dm control Variation Noises
- Implementation:Axolotl ai cloud Axolotl Load Lora
- Implementation:Unstructured IO Unstructured PartitionStrategy
- Implementation:Huggingface Peft Update And Allocate
- Implementation:Langchain ai Langgraph UI Messages
- Implementation:OpenGVLab InternVL Trainer Train
- Implementation:CrewAIInc CrewAI CrewAI RAG Adapter
- Implementation:Lance format Lance Java DeleteOp
Heuristics
- Heuristic:Protectai Llm guard ONNX Runtime Optimization
- Heuristic:Nautechsystems Nautilus trader Strategy On Start Initialization
- Heuristic:Openclaw Openclaw Plugin Dependency Gotchas
- Heuristic:Pytorch Serve Ampere Tensor Core Optimization
- Heuristic:Lance format Lance Warning Deprecated Java APIs
- Heuristic:Mlfoundations Open flamingo KV Cache Classification Optimization
- Heuristic:Mbzuai oryx Awesome LLM Post training API Rate Limit Retry Strategy
- Heuristic:Obss Sahi Overlap Ratio Selection
- Heuristic:Obss Sahi Match Threshold Tuning
- Heuristic:Openai Openai python Structured Output Strict Schema
Environments
- Environment:Turboderp org Exllamav2 Flash Attention Backend
- Environment:Datajuicer Data juicer Python Runtime Environment
- Environment:NVIDIA NeMo Curator NVIDIA DALI
- Environment:Recommenders team Recommenders GPU CUDA Environment
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies
- Environment:Datajuicer Data juicer GPU CUDA Environment
- Environment:Neuml Txtai Python Core Environment
- Environment:Fede1024 Rust rdkafka CI Test Runner
- Environment:Haosulab ManiSkill Motion Planning Deps
- Environment:Allenai Open instruct Python 3 12 Runtime