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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:Microsoft Agent framework Agent With Tool Approval
- Workflow:PrefectHQ Prefect Asset Based Data Pipeline
- Workflow:Dagster io Dagster ML Pipeline
- Workflow:Neuml Txtai Semantic Search Pipeline
- Workflow:Langfuse Langfuse Prompt management lifecycle
- Workflow:Volcengine Verl Multi Turn Tool Use Training
- Workflow:Facebookresearch Audiocraft EnCodec Compression Training
- Workflow:Ggml org Ggml Vision Model Inference
- Workflow:Princeton nlp SimPO On Policy Data Generation
- Workflow:Groq Groq python Streaming Chat Completion
Principles
- Principle:Fede1024 Rust rdkafka Cluster Metadata Inspection
- Principle:ClickHouse ClickHouse Core Compiler Macros
- Principle:LMCache LMCache Decoder Instance Launch
- Principle:Google deepmind Dm control RL Episode Loop
- Principle:Guardrails ai Guardrails Custom Validator Integration
- Principle:FMInference FlexLLMGen DeepSpeed Configuration Autotuning
- Principle:Webdriverio Webdriverio Test Context Tracking
- Principle:Astronomer Astronomer cosmos Graph Parsing and Task Generation
- Principle:Mit han lab Llm awq WikiText Perplexity Evaluation
- Principle:Datajuicer Data juicer Custom Operator Configuration
Implementations
- Implementation:Google deepmind Mujoco MJWarp Collision GJK
- Implementation:Huggingface Datasets Dataset Sort
- Implementation:HKUDS AI Trader Analyze CD5
- Implementation:Langgenius Dify Doc Paths Types
- Implementation:CARLA simulator Carla MarchingCube
- Implementation:InternLM Lmdeploy Calibrate
- Implementation:Heibaiying BigData Notes SparkSession Builder
- Implementation:Tensorflow Serving dynamic source router h
- Implementation:Axolotl ai cloud Axolotl Load Cfg
- Implementation:Microsoft Onnxruntime OnnxSparseTensor JNI
Heuristics
- Heuristic:Turboderp org Exllamav2 Quantization Conversion Tips
- Heuristic:Huggingface Optimum Version Conditional Behavior
- Heuristic:ChenghaoMou Text dedup Bloom Filter Single Process
- Heuristic:PacktPublishing LLM Engineers Handbook Token Window Safety Margin
- Heuristic:HKUDS AI Trader Sortino Ratio Capping
- Heuristic:Vibrantlabsai Ragas Warning Deprecated Legacy LLM Wrappers
- Heuristic:Unslothai Unsloth Merge Memory Management
- Heuristic:Huggingface Peft Warning Deprecated Bone
- Heuristic:Cypress io Cypress Browser Version Workarounds
- Heuristic:Mlc ai Web llm Grammar Matcher Reuse
Environments
- Environment:Bentoml BentoML NVIDIA GPU Resource
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment
- Environment:Getgauge Taiko Node Runtime
- Environment:Evidentlyai Evidently LLM Evaluation Environment
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:Protectai Llm guard API Server Deployment
- Environment:Deepset ai Haystack HuggingFace Model Environment
- Environment:Ucbepic Docetl Frontend Node Environment
- Environment:NVIDIA NeMo Aligner NeMo Framework GPU Environment
- Environment:Google deepmind Mujoco Python Bindings Environment