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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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|---|---|---|
| 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:Kserve Kserve LLM Inference Serving
- Workflow:SeleniumHQ Selenium Chrome DevTools Protocol Integration
- Workflow:Anthropics Anthropic sdk python Basic Message Conversation
- Workflow:TA Lib Ta lib python Basic Indicator Computation
- Workflow:Huggingface Datasets Dataset Streaming
- Workflow:Mlflow Mlflow Experiment Tracking
- Workflow:ArroyoSystems Arroyo Checkpoint Recovery
- Workflow:NVIDIA NeMo Aligner RLHF PPO Training
- Workflow:Promptfoo Promptfoo LLM Evaluation
- Workflow:Online ml River Drift Adaptive Classification
Principles
- Principle:Google deepmind Dm control Terrain Arena Building
- Principle:Facebookresearch Audiocraft Audio Token Decoding
- Principle:Hiyouga LLaMA Factory Kahneman Tversky Optimization
- Principle:Risingwavelabs Risingwave Sink Data Delivery
- Principle:FMInference FlexLLMGen Baseline Benchmark Orchestration
- Principle:Neuml Txtai Late Interaction Retrieval
- Principle:Turboderp org Exllamav2 Batch Job Iteration
- Principle:AUTOMATIC1111 Stable diffusion webui Configuration Management
- Principle:Microsoft Autogen Message Filtering
- Principle:Nautechsystems Nautilus trader Strategy Lifecycle
Implementations
- Implementation:Google deepmind Dm control Suite Cheetah
- Implementation:FlowiseAI Flowise GetDocumentLoaders
- Implementation:Openclaw Openclaw GatewayServiceInstall
- Implementation:Lm sys FastChat Show Result
- Implementation:FlowiseAI Flowise CredentialsView
- Implementation:Astronomer Astronomer cosmos DuckDBUserPasswordProfileMapping
- Implementation:Microsoft BIPIA VicunaWithSpecialToken
- Implementation:Open compass VLMEvalKit MMGenBench
- Implementation:Openai Openai python Response Input Image
- Implementation:Ggml org Ggml Quants api
Heuristics
- Heuristic:LLMBook zh LLMBook zh github io Greedy Decoding Temperature Zero
- Heuristic:ARISE Initiative Robomimic Video Recording Optimization
- Heuristic:Wandb Weave Payload Size Limits
- Heuristic:Tencent Ncnn Vulkan Pipeline Warmup
- Heuristic:SeleniumHQ Selenium Warning Deprecated Proxy FTP Methods
- Heuristic:PacktPublishing LLM Engineers Handbook Token Window Safety Margin
- Heuristic:Spotify Luigi Parameter Propagation Decorators
- Heuristic:Apache Hudi Data Skipping Limitations
- Heuristic:DataExpert io Data engineer handbook SparkSession Singleton Pattern
- Heuristic:Rapidsai Cuml GPU Cache Alignment
Environments
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies
- Environment:Scikit learn Scikit learn OpenMP Thread Configuration
- Environment:Recommenders team Recommenders Spark Environment
- Environment:Google deepmind Mujoco MJX Warp CUDA Environment
- Environment:Sdv dev SDV GPU CUDA Support
- Environment:Kubeflow Pipelines Kubernetes Cluster
- Environment:Elevenlabs Elevenlabs python Python Httpx
- Environment:Openai Whisper Triton
- Environment:Deepseek ai Janus JanusFlow Diffusers Environment
- Environment:Langchain ai Langchain OpenAI API Credentials