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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:Onnx Onnx Model Creation
- Workflow:Facebookresearch Audiocraft MusicGen Training Pipeline
- Workflow:TA Lib Ta lib python Streaming Indicator Computation
- Workflow:Nightwatchjs Nightwatch Cucumber BDD Integration
- Workflow:Apache Flink File Source Pipeline
- Workflow:Mlc ai Web llm Chrome Extension Integration
- Workflow:Truera Trulens Snowflake Observability Pipeline
- Workflow:Liu00222 Open Prompt Injection Prompt Injection Experiment
- Workflow:Hpcaitech ColossalAI Model Evaluation
- Workflow:Pytorch Serve LLM Deployment vLLM
Principles
- Principle:Togethercomputer Together python Message Construction
- Principle:Iterative Dvc Pipeline Visualization
- Principle:Ggml org Llama cpp ModelArchitecture
- Principle:Microsoft Playwright Select Browser and Configure Context
- Principle:Bigscience workshop Petals Inference Session Management
- Principle:Treeverse LakeFS Import Progress Monitoring
- Principle:Cleanlab Cleanlab CleanLearning Initialization
- Principle:Mlc ai Web llm Schema Definition
- Principle:Scikit learn Scikit learn Partial Dependence Analysis
- Principle:FlowiseAI Flowise Prompt Management
Implementations
- Implementation:Eventual Inc Daft Read Huggingface
- Implementation:Spcl Graph of thoughts GraphOfOperations
- Implementation:Open compass VLMEvalKit PandaGPT
- Implementation:FlowiseAI Flowise IsValidConnectionAgentflowV2
- Implementation:Google deepmind Mujoco mj saveLastXML
- Implementation:SeleniumHQ Selenium Proxy
- Implementation:Tensorflow Tfjs MathBackendCPU
- Implementation:Ggml org Llama cpp CLIP Model
- Implementation:Langchain ai Langgraph EncryptedSerializer
- Implementation:TobikoData Sqlmesh API Meta
Heuristics
- Heuristic:Deepspeedai DeepSpeed Vocabulary Tensor Core Alignment
- Heuristic:DevExpress Testcafe Concurrency Factor Limit
- Heuristic:Openai Openai node Retry Backoff Configuration
- Heuristic:Marker Inc Korea AutoRAG OpenAI Rate Limit Mitigation
- Heuristic:LMCache LMCache Chunk Size And Default Config
- Heuristic:Openai Openai python Warning Deprecated Eval Stored Completions
- Heuristic:Deepset ai Haystack BM25 Score Scaling
- Heuristic:Risingwavelabs Risingwave Stream Chunk Sizing
- Heuristic:Norrrrrrr lyn WAInjectBench Union Ensemble Maximize Recall
- Heuristic:Intel Ipex llm QLoRA Training Hyperparameters
Environments
- Environment:Open compass VLMEvalKit Data Storage Environment
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies
- Environment:Unslothai Unsloth CUDA BitsAndBytes
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:Farama Foundation Gymnasium MuJoCo Physics Backend
- Environment:HKUDS AI Trader Python LangChain Runtime
- Environment:Astronomer Astronomer cosmos Kubernetes Provider
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:Microsoft LoRA NLG Eval External Tools
- Environment:Anthropics Anthropic sdk python Python SDK Core Environment