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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:Mlflow Mlflow GenAI Evaluation
- Workflow:Onnx Onnx Model Composition
- Workflow:BerriAI Litellm Observability Integration
- Workflow:Facebookresearch Audiocraft MusicGen Training Pipeline
- Workflow:Hiyouga LLaMA Factory Model Inference and Serving
- Workflow:Getgauge Taiko Form Interaction Testing
- Workflow:Vllm project Vllm Speculative Decoding
- Workflow:Apache Druid Visual Data Exploration
- Workflow:Sdv dev SDV Data quality evaluation
- Workflow:ClickHouse ClickHouse Server Deployment
Principles
- Principle:Pytorch Serve Neuron Accelerated Inference
- Principle:MarketSquare Robotframework browser Plugin Loading Mechanism
- Principle:Haifengl Smile Matrix Decomposition
- Principle:Helicone Helicone Request Parsing
- Principle:Lucidrains X transformers Multi Stream Input Fusion
- Principle:FlowiseAI Flowise Text Splitter Configuration
- Principle:Openai Evals Few Shot Prompting
- Principle:LaurentMazare Tch rs CIFAR Dataset Loading
- Principle:Alibaba MNN Source Model Preparation
- Principle:Huggingface Diffusers Model Freezing
Implementations
- Implementation:Google deepmind Dm control LQR Solver
- Implementation:Open compass VLMEvalKit CCOCRDataset
- Implementation:Haosulab ManiSkill RoboCasaCabinet
- Implementation:Explodinggradients Ragas Collections CHRFScore Metric
- Implementation:Run llama Llama index QueryPlanTool
- Implementation:CARLA simulator Carla No Rendering Mode Example
- Implementation:EvolvingLMMs Lab Lmms eval Transformation Filters
- Implementation:Togethercomputer Together python Chat Completion Message Schema
- Implementation:Openai Openai node Uploads Resource
- Implementation:Lance format Lance Java IndexType
Heuristics
- Heuristic:Microsoft Autogen Parallel Tool Call Safety
- Heuristic:Recommenders team Recommenders TensorFlow Session Ordering
- Heuristic:Ggml org Ggml Thread Count Selection
- Heuristic:Microsoft Autogen Warning Deprecated JSON Env Files
- Heuristic:ARISE Initiative Robosuite Hard Reset Vs Soft Reset
- Heuristic:Rapidsai Cuml Dask Data Partitioning
- Heuristic:MaterializeInc Materialize Pipeline Test Trimming Rules
- Heuristic:Neuml Txtai Memory Streaming Optimization
- Heuristic:Fastai Fastbook Embedding Size Rule
- Heuristic:MarketSquare Robotframework browser MacOS Sonoma Startup Delay
Environments
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:Mbzuai oryx Awesome LLM Post training Git CLI
- Environment:Ggml org Llama cpp Python Conversion Environment
- Environment:Microsoft Agent framework API Credentials
- Environment:Vllm project Vllm Python
- Environment:Elevenlabs Elevenlabs python PyAudio
- Environment:Evidentlyai Evidently Node Frontend Environment
- Environment:Googleapis Python genai Vertex AI Service Account
- Environment:Bigscience workshop Petals Python Transformers
- Environment:Princeton nlp SimPO VLLM Inference