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Workflows
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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:CARLA simulator Carla Simulation Setup and First Steps
- Workflow:Confident ai Deepeval AI Agent Evaluation
- Workflow:Microsoft Playwright Network mocking and interception
- Workflow:Groq Groq python Batch Processing
- Workflow:Apache Dolphinscheduler Workflow Execution Lifecycle
- Workflow:Langchain ai Langchain Vector Store Operations
- Workflow:Treeverse LakeFS External Data Import
- Workflow:Arize ai Phoenix LLM Evaluation Pipeline
- Workflow:Explodinggradients Ragas LLM Benchmarking
- Workflow:Avdvg InjectGuard Vector Similarity Detection Pipeline
Principles
- Principle:Kubeflow Kubeflow Experiment And Prototype
- Principle:Kubeflow Kubeflow Integration Testing
- Principle:Webdriverio Webdriverio MonadPattern
- Principle:Neuml Txtai SQL Query Processing
- Principle:Apache Flink Hybrid Source Initialization
- Principle:Apache Paimon Format Table
- Principle:MarketSquare Robotframework browser Test Execution
- Principle:Togethercomputer Together python Document Reranking
- Principle:Deepspeedai DeepSpeed Reward Model Training
- Principle:Spcl Graph of thoughts Local LLM Inference
Implementations
- Implementation:Puppeteer Puppeteer Puppeteer Class
- Implementation:Microsoft Playwright Comparators
- Implementation:Google deepmind Dm control Render Executor
- Implementation:BerriAI Litellm Anthropic Beta Headers Manager
- Implementation:Huggingface Optimum Get Transformed Nodes
- Implementation:Sktime Pytorch forecasting TFT V2
- Implementation:Speechbrain Speechbrain Prepare CommonVoice SSL
- Implementation:Openai Openai python Shared Reasoning
- Implementation:Elevenlabs Elevenlabs python WidgetLanguagePresetResponse
- Implementation:DataTalksClub Data engineering zoomcamp PySpark WriteStream Sink
Heuristics
- Heuristic:FlowiseAI Flowise Tool Ordering Convention
- Heuristic:Apache Dolphinscheduler JDBC Security Blocklist
- Heuristic:SeldonIO Seldon core Over Commit Memory Tip
- Heuristic:Vespa engine Vespa RPM Zstd Compression Settings
- Heuristic:Ucbepic Docetl Validation Retry Strategy
- Heuristic:Facebookresearch Audiocraft FSDP Distributed Training Tips
- Heuristic:Scikit learn contrib Imbalanced learn Sparse Matrix Handling
- Heuristic:Fede1024 Rust rdkafka Queue Buffering Priority
- Heuristic:CarperAI Trlx Delta Rewards
- Heuristic:Elevenlabs Elevenlabs python TTS Model Selection
Environments
- Environment:VainF Torch Pruning YOLO Pruning Dependencies
- Environment:Huggingface Open r1 Slurm Cluster
- Environment:Duckdb Duckdb Release Publishing Env
- Environment:Neuml Txtai Python Core Environment
- Environment:HKUDS AI Trader Browser Runtime
- Environment:Lm sys FastChat LoRA QLoRA Training Environment
- Environment:Guardrails ai Guardrails OpenTelemetry Tracing
- Environment:Evidentlyai Evidently Spark Engine Environment
- Environment:AUTOMATIC1111 Stable diffusion webui Python And PyTorch Runtime
- Environment:Ollama Ollama CGo Runtime