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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:Roboflow Rf detr ONNX Export
- Workflow:Openai Openai agents python Guardrails Secured Agent
- Workflow:Elevenlabs Elevenlabs python Speech to Text Transcription
- Workflow:Sdv dev SDV Single table synthesis
- Workflow:Heibaiying BigData Notes Kafka Producer Consumer Pipeline
- Workflow:Treeverse LakeFS External Data Import
- Workflow:Recommenders team Recommenders ALS Spark Recommendation
- Workflow:Alibaba MNN Stable Diffusion Deployment
- Workflow:Promptfoo Promptfoo Project Initialization
- Workflow:Bentoml BentoML Service Definition And Local Serving
Principles
- Principle:Huggingface Datasets Dataset Metadata Inspection
- Principle:Bigscience workshop Petals Distributed Autograd
- Principle:Ggml org Ggml Architecture Specific SIMD Quantization
- Principle:Hpcaitech ColossalAI SFT Model Loading
- Principle:OpenHands OpenHands Payload Parsing
- Principle:Speechbrain Speechbrain TTS Inference Pipeline
- Principle:Deepspeedai DeepSpeed Inference Configuration
- Principle:SeleniumHQ Selenium WebDriver Session For CDP
- Principle:OpenRLHF OpenRLHF DeepSpeed Checkpoint Conversion
- Principle:Ggml org Llama cpp Distributed Inference
Implementations
- Implementation:Unslothai Unsloth GEMM Kernel Tuning
- Implementation:Googleapis Python genai Interactions Client
- Implementation:Risingwavelabs Risingwave JDBCSinkFactory
- Implementation:Mlc ai Mlc llm JSONFFIEngine Header
- Implementation:Microsoft Semantic kernel Collection UpsertAsync
- Implementation:Puppeteer Puppeteer Injected PierceQuerySelector
- Implementation:NVIDIA TransformerEngine Cross Entropy
- Implementation:ArroyoSystems Arroyo Impulse Operator
- Implementation:Datahub project Datahub Pip Install Datahub Actions
- Implementation:Apache Druid Json Completion Engine
Heuristics
- Heuristic:Explodinggradients Ragas Concurrency And Rate Limiting
- Heuristic:Volcengine Verl FSDP Mixed Precision Init
- Heuristic:Mlc ai Web llm Service Worker Keep Alive
- Heuristic:Rapidsai Cuml GPU Cache Alignment
- Heuristic:Langfuse Langfuse BullMQ Retry Strategy Patterns
- Heuristic:Spotify Luigi Atomic File Writes
- Heuristic:Microsoft BIPIA BF16 Compute Capability Check
- Heuristic:Alibaba ROLL PPO Clipping Defaults
- Heuristic:Lance format Lance Warning Deprecated Java APIs
- Heuristic:Eric mitchell Direct preference optimization RMSprop Over Adam
Environments
- Environment:VainF Torch Pruning LLM Pruning Dependencies
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:Apache Flink Java Build Environment
- Environment:BerriAI Litellm Redis Cache Backend
- Environment:Dagster io Dagster PostgreSQL Storage
- Environment:Openai Whisper PyTorch CUDA
- Environment:Iterative Dvc DVC Environment Variables
- Environment:Pola rs Polars Python Runtime Environment
- Environment:Fastai Fastbook Python FastAI Environment
- Environment:DataTalksClub Data engineering zoomcamp Dbt DuckDB Environment