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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:AUTOMATIC1111 Stable diffusion webui Image postprocessing and upscaling
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestEngine
- Workflow:Kornia Kornia ONNX Model Pipeline
- Workflow:ARISE Initiative Robosuite Teleoperation
- Workflow:Spotify Luigi Database Ingestion Pipeline
- Workflow:Apache Shardingsphere Metadata DDL Refresh
- Workflow:Nautechsystems Nautilus trader Data loading and cataloging
- Workflow:Groq Groq python Text Embedding
- Workflow:Run llama Llama index ReAct Agent
- Workflow:Eventual Inc Daft SQL Query Analytics
Principles
- Principle:Guardrails ai Guardrails Stream Invocation
- Principle:Ggml org Llama cpp Model Acquisition
- Principle:Fede1024 Rust rdkafka Transactional Producer Setup
- Principle:OpenGVLab InternVL LoRA Adapter Injection
- Principle:Interpretml Interpret Synthetic Data
- Principle:DistrictDataLabs Yellowbrick Scatter Feature Visualization
- Principle:AUTOMATIC1111 Stable diffusion webui Extension Management
- Principle:Online ml River Adaptive Hoeffding Tree
- Principle:Haotian liu LLaVA LoRA Weight Merging
- Principle:Google deepmind Mujoco Engine Utilities
Implementations
- Implementation:Ggml org Llama cpp LoRA Merge Ctx
- Implementation:LLMBook zh LLMBook zh github io DPOTrainer Train
- Implementation:Astronomer Astronomer cosmos RenderConfig Init
- Implementation:Microsoft Onnxruntime CUDA ConvGrad
- Implementation:Isaac sim IsaacGymEnvs BasePlotter
- Implementation:Explodinggradients Ragas Collections CHRFScore Metric
- Implementation:Iamhankai Forest of Thought Parse Args
- Implementation:Neuml Txtai HFTrainer Call
- Implementation:Ollama Ollama Convert Llama Adapter
- Implementation:Farama Foundation Gymnasium Np Random
Heuristics
- Heuristic:CarperAI Trlx Reward Model Layer Freezing
- Heuristic:Sdv dev SDV HMA Schema Simplification
- Heuristic:Triton inference server Server Model Instance Scaling
- Heuristic:Trailofbits Fickling Injection Mode Selection
- Heuristic:NVIDIA DALI Memory Pool Tuning
- Heuristic:Huggingface Transformers FSDP Activation Checkpointing Tip
- Heuristic:Unstructured IO Unstructured Libmagic Filetype Accuracy
- Heuristic:Pyro ppl Pyro MCMC Warmup Adaptation
- Heuristic:Openai CLIP Class Name Curation
- Heuristic:Teamcapybara Capybara Animation Disabling For Tests
Environments
- Environment:Groq Groq python Python Groq SDK
- Environment:Marker Inc Korea AutoRAG Vector Database Backends
- Environment:Speechbrain Speechbrain Speech Enhancement Dependencies
- Environment:Tensorflow Tfjs Browser Runtime
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:ArroyoSystems Arroyo PostgreSQL Database
- Environment:Kubeflow Kubeflow Kubernetes Cluster Environment
- Environment:Openclaw Openclaw Node 22 Runtime
- Environment:Elevenlabs Elevenlabs python PyAudio
- Environment:TobikoData Sqlmesh Python Runtime