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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:Farama Foundation Gymnasium Custom Environment Creation
- Workflow:Zai org CogVideo Diffusers LoRA Finetuning
- Workflow:Cleanlab Cleanlab CleanLearning Robust Training
- Workflow:Apache Flink Stream File Compaction
- Workflow:Groq Groq python Chat Completion
- Workflow:Turboderp org Exllamav2 Interactive Chat
- Workflow:Ggml org Ggml Backend Accelerated Computation
- Workflow:Microsoft Playwright Browser automation CLI
- Workflow:Deepseek ai Janus Autoregressive Image Generation
- Workflow:SeleniumHQ Selenium Selenium Grid Deployment
Principles
- Principle:Google deepmind Dm control MJCF Structure Building
- Principle:Google deepmind Mujoco Simulation Options Initialization
- Principle:Huggingface Transformers Benchmark Results Persistence
- Principle:Unstructured IO Unstructured PDF Partitioning
- Principle:Spotify Luigi Remote Data Transfer
- Principle:Openclaw Openclaw Multi Agent Architecture
- Principle:Ggml org Ggml OpenCL GPU Computation
- Principle:Eventual Inc Daft Data Ingestion HuggingFace
- Principle:Speechbrain Speechbrain Transducer ASR Training
- Principle:Langgenius Dify ShallowRouting
Implementations
- Implementation:Open compass VLMEvalKit Kosmos2
- Implementation:Webdriverio Webdriverio Docusaurus Config
- Implementation:NVIDIA TransformerEngine Fused Attn C API
- Implementation:Turboderp org Exllamav2 ExLlamaV2Config
- Implementation:Hpcaitech ColossalAI RLVRRewardModel Class
- Implementation:Groq Groq python Translations Create
- Implementation:Onnx Onnx Helper Make Model
- Implementation:Ucbepic Docetl TopKOperation Execute
- Implementation:Ollama Ollama Llama Model T5 Encoder
- Implementation:Alibaba MNN FlatBuffers IDL Parser
Heuristics
- Heuristic:OpenGVLab InternVL Packed Training Buffer Management
- Heuristic:Romsto Speculative Decoding Filler Top K Tuning
- Heuristic:Facebookresearch Audiocraft Generation Parameter Defaults
- Heuristic:Guardrails ai Guardrails Async Vs Sync Validation Mode
- Heuristic:TA Lib Ta lib python NaN Propagation Behavior
- Heuristic:Ggml org Ggml Memory Allocation Strategy
- Heuristic:Anthropics Anthropic sdk python Retry Backoff Strategy
- Heuristic:FlowiseAI Flowise Edge Connection Type Matching
- Heuristic:Spotify Luigi Atomic File Writes
- Heuristic:Neuml Txtai Model Quantization Defaults
Environments
- Environment:Ggml org Ggml Python Tooling Environment
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:Openai Openai python Voice Helpers
- Environment:Open compass VLMEvalKit GPU CUDA Environment
- Environment:Microsoft LoRA PyTorch CUDA Environment
- Environment:Promptfoo Promptfoo Python Runtime
- Environment:Trailofbits Fickling PyTorch
- Environment:Obss Sahi Python Image Processing
- Environment:Huggingface Diffusers Training Environment
- Environment:Anthropics Anthropic sdk python AWS Bedrock Environment