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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:Deepspeedai DeepSpeed Hybrid Engine RLHF Training
- Workflow:Mistralai Client python Text Embeddings
- Workflow:Openai Openai agents python Tool Integrated Agent
- Workflow:Mlc ai Web llm Basic Chat Completion
- Workflow:Princeton nlp Tree of thought llm Baseline comparison
- Workflow:LaurentMazare Tch rs Transfer Learning
- Workflow:Facebookresearch Habitat lab PointNav PPO Training
- Workflow:EvolvingLMMs Lab Lmms eval Server Mode Evaluation
- Workflow:Cohere ai Cohere python Streaming Chat
- Workflow:Pyro ppl Pyro Discrete Enumeration
Principles
- Principle:Ggml org Ggml Detection Post Processing
- Principle:OpenHands OpenHands Nested Server Configuration
- Principle:Anthropics Anthropic sdk python Tool Execution
- Principle:Online ml River Streaming Signal Processing
- Principle:Axolotl ai cloud Axolotl Dataset Preparation
- Principle:Avdvg InjectGuard Malicious Dataset Loading
- Principle:ARISE Initiative Robomimic Observation Extraction
- Principle:Mlflow Mlflow Metric Logging
- Principle:Togethercomputer Together python Audio Translation
- Principle:Ggml org Llama cpp Chat Message Parsing
Implementations
- Implementation:Infiniflow Ragflow DelimiterFormField Component
- Implementation:Puppeteer Puppeteer CDPSession
- Implementation:CrewAIInc CrewAI Crew Train Method
- Implementation:Haosulab ManiSkill PDBaseVelController
- Implementation:Datajuicer Data juicer PipelineDAG
- Implementation:Groq Groq python Embedding Input Pattern
- Implementation:FlowiseAI Flowise DashboardMenu
- Implementation:Vespa engine Vespa IndexingProcessor ErrorHandling
- Implementation:Wandb Weave WeaveClient Get Calls
- Implementation:Ggml org Llama cpp TTS Outetts
Heuristics
- Heuristic:NVIDIA DALI Memory Pool Tuning
- Heuristic:PeterL1n BackgroundMattingV2 Training Batch Size And Resolution
- Heuristic:Elevenlabs Elevenlabs python Client Timeout Configuration
- Heuristic:Neuml Txtai Memory Streaming Optimization
- Heuristic:Promptfoo Promptfoo Adaptive Concurrency Tuning
- Heuristic:Huggingface Alignment handbook Global Batch Size Scaling
- Heuristic:Datajuicer Data juicer Partition Size Tuning
- Heuristic:ArroyoSystems Arroyo Checkpoint Interval Tuning
- Heuristic:PacktPublishing LLM Engineers Handbook DPO Training Configuration
- Heuristic:Speechbrain Speechbrain Separation Loss Filtering
Environments
- Environment:Mage ai Mage ai Singer SDK And Joblib Runtime
- Environment:Norrrrrrr lyn WAInjectBench Conda Python 39 CUDA Environment
- Environment:Rapidsai Cuml Python RAPIDS Stack
- Environment:Sgl project Sglang GitHub Actions
- Environment:Openai Whisper Numba
- Environment:Openai Openai node Node 20 Runtime
- Environment:Astronomer Astronomer cosmos Python Airflow Runtime
- Environment:Datahub project Datahub Java 17 Backend Environment
- Environment:Dagster io Dagster GRPC Communication
- Environment:Neuml Txtai Python Core Dependencies