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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:Mistralai Client python Finetuning Job Management
- Workflow:Astronomer Astronomer cosmos Watcher execution mode
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
- Workflow:Googleapis Python genai Context Caching
- Workflow:Puppeteer Puppeteer Cross Browser Automation
- Workflow:DistrictDataLabs Yellowbrick Cluster Analysis
- Workflow:Apache Kafka Release Candidate Staging
- Workflow:Huggingface Peft LoRA Embedding Semantic Search
- Workflow:Huggingface Diffusers ControlNet Guided Generation
- Workflow:Turboderp org Exllamav2 Text Generation
Principles
- Principle:Bigscience workshop Petals Distributed Autograd
- Principle:Recommenders team Recommenders Spark Session Management
- Principle:Sail sg LongSpec Math Answer Extraction
- Principle:Huggingface Open r1 Chat Template Formatting
- Principle:Huggingface Transformers Environment Setup
- Principle:Risingwavelabs Risingwave Developer Workflow Automation
- Principle:Recommenders team Recommenders News Recommendation Evaluation
- Principle:Isaac sim IsaacGymEnvs Asymmetric Actor Critic
- Principle:Onnx Onnx IO Map Definition
- Principle:Zai org CogVideo SAT Inference Configuration
Implementations
- Implementation:Neuml Txtai AutoId
- Implementation:Duckdb Duckdb Mbedtls ECP
- Implementation:ChenghaoMou Text dedup SA Restore And Merge
- Implementation:Microsoft Autogen Studio Playground Manager
- Implementation:ARISE Initiative Robosuite CompositionalRobots
- Implementation:Recommenders team Recommenders KDD2020 Task Helper
- Implementation:Langgenius Dify CLI Commands
- Implementation:NVIDIA DALI Rec2idx
- Implementation:Anthropics Anthropic sdk python Exceptions
- Implementation:FlowiseAI Flowise SaveProcessingLoader
Heuristics
- Heuristic:ARISE Initiative Robomimic Video Recording Optimization
- Heuristic:Danijar Dreamerv3 Free Nats KL Thresholding
- Heuristic:Langchain ai Langgraph Checkpointer Selection Guide
- Heuristic:Confident ai Deepeval Dotenv Loading Order
- Heuristic:Facebookresearch Habitat lab Warning Deprecated Legacy UI System
- Heuristic:Obss Sahi Match Threshold Tuning
- Heuristic:FlowiseAI Flowise Document Loader Bypass Optimization
- Heuristic:Trailofbits Fickling Injection Mode Selection
- Heuristic:Haosulab ManiSkill Num Envs Backend Selection
- Heuristic:Triton inference server Server Concurrency Throughput Rule
Environments
- Environment:Tencent Ncnn Build Environment
- Environment:Farama Foundation Gymnasium MuJoCo Physics Backend
- Environment:Microsoft Autogen Studio Server Environment
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud
- Environment:Avdvg InjectGuard CUDA GPU
- Environment:Apache Hudi Flink Runtime Environment
- Environment:Nightwatchjs Nightwatch Android Mobile Testing
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:BerriAI Litellm PostgreSQL Database