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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:Cohere ai Cohere python Semantic Search With Rerank
- Workflow:AnswerDotAI RAGatouille In Memory Retrieval
- Workflow:Ucbepic Docetl Python API Pipeline
- Workflow:NVIDIA DALI Image Preprocessing Pipeline
- Workflow:Snorkel team Snorkel Slice Aware Training
- Workflow:Pytorch Serve Model Deployment
- Workflow:Confident ai Deepeval LLM Tracing and Observability
- Workflow:Fastai Fastbook Neural Network From Scratch
- Workflow:Infiniflow Ragflow Chat Application Setup
- Workflow:Neuml Txtai Agent Orchestration
Principles
- Principle:Sail sg LongSpec Website UI Components
- Principle:Tencent Ncnn Python Bindings Build
- Principle:OpenGVLab InternVL Weighted Multi Dataset Training
- Principle:Rapidsai Cuml Genetic Programming
- Principle:ClickHouse ClickHouse WebSocket Communication
- Principle:DevExpress Testcafe TestCafe Instance Creation
- Principle:Spotify Luigi Worker Scheduler Communication
- Principle:Deepset ai Haystack File Type Routing
- Principle:Apache Beam Pipeline Graph Construction
- Principle:Huggingface Datatrove Random Sampling
Implementations
- Implementation:Scikit learn Scikit learn ModelSelectionModule
- Implementation:Ollama Ollama Imagegen MLX Compile
- Implementation:Kornia Kornia Pip Install ONNX
- Implementation:Hiyouga LLaMA Factory MCA Workflow
- Implementation:Pyro ppl Pyro Predictive MCMC
- Implementation:Puppeteer Puppeteer Frame Wait Methods
- Implementation:TobikoData Sqlmesh ModelConfig To Sqlmesh
- Implementation:AUTOMATIC1111 Stable diffusion webui Philox RNG
- Implementation:Ggml org Ggml Cann backend
- Implementation:Online ml River Utils SortedWindow
Heuristics
- Heuristic:Neuml Txtai Batch Size Defaults
- Heuristic:Fastai Fastbook Dropout Regularization
- Heuristic:Google deepmind Dm control Physics Timestep Configuration
- Heuristic:Romsto Speculative Decoding KV Cache Instability
- Heuristic:Run llama Llama index Chunk Size Optimization
- Heuristic:Apache Kafka Unknown Record Type Upgrade Safety
- Heuristic:OpenBMB UltraFeedback Position Bias Mitigation
- Heuristic:Allenai Open instruct NCCL CUMEM Disable
- Heuristic:Nightwatchjs Nightwatch ESM Module Loading Tips
- Heuristic:CARLA simulator Carla PID Controller Tuning
Environments
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:Huggingface Datasets Lance Dependencies
- Environment:Apache Hudi Docker Demo Environment
- Environment:Bitsandbytes foundation Bitsandbytes HPU Gaudi Runtime
- Environment:Anthropics Anthropic sdk python AWS Bedrock Environment
- Environment:Astronomer Astronomer cosmos Cosmos Airflow Configuration
- Environment:Recommenders team Recommenders GPU CUDA Environment
- Environment:Langfuse Langfuse Node 24 Runtime
- Environment:Hiyouga LLaMA Factory Distributed Training Environment
- Environment:Googleapis Python genai Gemini API Key Authentication