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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:Cleanlab Cleanlab Multiannotator Consensus
- Workflow:Google deepmind Mujoco Offscreen video recording
- Workflow:Vllm project Vllm Speculative Decoding
- Workflow:Hpcaitech ColossalAI Supervised Finetuning
- Workflow:Langgenius Dify Plugin Installation and Configuration
- Workflow:Wandb Weave SDK Release
- Workflow:Speechbrain Speechbrain Speech Enhancement Training
- Workflow:Facebookresearch Habitat lab PointNav PPO Training
- Workflow:Kubeflow Kubeflow Release Management
- Workflow:Huggingface Transformers Model Benchmarking
Principles
- Principle:Bigscience workshop Petals Autoregressive Generation
- Principle:Microsoft DeepSpeedExamples ZeRO Stage3 Initialization
- Principle:Ggml org Llama cpp LoRA to GGUF Conversion
- Principle:NVIDIA NeMo Aligner PPO Actor Critic Setup
- Principle:Huggingface Optimum Preprocessor Persistence
- Principle:Microsoft LoRA Distributed LoRA Training
- Principle:Neuml Txtai REST API Design
- Principle:Zai org CogVideo Training Configuration
- Principle:Zai org CogVideo Temporal Autoencoding
- Principle:Google deepmind Dm control MJCF Model Attachment
Implementations
- Implementation:NVIDIA TransformerEngine DelayedScaling Recipe
- Implementation:Neuml Txtai Similarity Pipeline
- Implementation:Langfuse Langfuse EventsTable Definition
- Implementation:NVIDIA TransformerEngine TE TransformerLayer
- Implementation:Tensorflow Serving Model Service pb2 grpc
- Implementation:Open compass VLMEvalKit MMSci Utils
- Implementation:Zai org CogVideo Trainer Checkpoint Validate
- Implementation:Alibaba MNN TestMNNFromOnnx
- Implementation:Predibase Lorax Flash BERT
- Implementation:MarketSquare Robotframework browser Rfbrowser Init
Heuristics
- Heuristic:SeleniumHQ Selenium Cross Binding Consistency Check
- Heuristic:PrefectHQ Prefect SQLite Performance Tuning
- Heuristic:Apache Dolphinscheduler JDBC Security Blocklist
- Heuristic:Huggingface Alignment handbook Global Batch Size Scaling
- Heuristic:Cypress io Cypress Timeout Tuning
- Heuristic:Mistralai Client python Stream File Uploads
- Heuristic:Ollama Ollama Multimodal Parallel Restriction
- Heuristic:Webdriverio Webdriverio Default Timeout Configuration
- Heuristic:Openai Evals Event Batching Configuration
- Heuristic:Onnx Onnx External Data Path Security
Environments
- Environment:Ggml org Ggml Python Tooling Environment
- Environment:LLMBook zh LLMBook zh github io Data Processing Environment
- Environment:Arize ai Phoenix Phoenix Server Runtime
- Environment:Bigscience workshop Petals Python Transformers
- Environment:Nightwatchjs Nightwatch Android Mobile Testing
- Environment:Promptfoo Promptfoo Python Runtime
- Environment:Ollama Ollama Go Runtime
- Environment:Shiyu coder Kronos HuggingFace Hub Access
- Environment:InternLM Lmdeploy Python Dependencies
- Environment:Vllm project Vllm Python Dependencies