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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:Cohere ai Cohere python Model Finetuning
- Workflow:Ray project Ray Remote Task Execution
- Workflow:Protectai Llm guard PII Anonymization Deanonymization
- Workflow:Vllm project Vllm Speculative Decoding
- Workflow:Speechbrain Speechbrain Text to Speech Training
- Workflow:Huggingface Transformers 3D Parallel Distributed Training
- Workflow:Helicone Helicone Integrate Provider To Gateway
- Workflow:FlowiseAI Flowise Chatflow Creation
- Workflow:Triton inference server Server Ensemble Model Pipeline
- Workflow:MarketSquare Robotframework browser API Testing via Browser
Principles
- Principle:DevExpress Testcafe Programmatic Test Run Execution
- Principle:Neuml Txtai Model Fine Tuning
- Principle:Langfuse Langfuse Ingestion Queue Dispatch
- Principle:Pola rs Polars Streaming Plan Profiling
- Principle:OpenGVLab InternVL Vision Language Projection
- Principle:Openai Evals Solver Output Postprocessing
- Principle:Risingwavelabs Risingwave CDC Schema History
- Principle:Apache Paimon Catalog Object Model
- Principle:SqueezeAILab ETS Answer Extraction
- Principle:Duckdb Duckdb String Formatting
Implementations
- Implementation:DistrictDataLabs Yellowbrick TargetType Utilities
- Implementation:Kornia Kornia ONNXLoader Load Model
- Implementation:Allenai Open instruct AutoModelForCausalLM From Pretrained
- Implementation:Predibase Lorax GPTQ Quantize Engine
- Implementation:NVIDIA DALI Training Logger
- Implementation:Bentoml BentoML Exportable Base
- Implementation:Huggingface Peft Bi Encoder Cosine Loss
- Implementation:Onnx Onnx Tensor Class
- Implementation:Haosulab ManiSkill SapienUtils
- Implementation:Infiniflow Ragflow FileUpload Component
Heuristics
- Heuristic:Allenai Open instruct Warning Archived Dev Scripts
- Heuristic:Openai CLIP Template Ensemble For Zero Shot
- Heuristic:Avhz RustQuant Discretization Scheme Selection
- Heuristic:OpenBMB UltraFeedback Position Bias Mitigation
- Heuristic:Helicone Helicone Anthropic Cache Double Count Prevention
- Heuristic:Datahub project Datahub Warning Deprecated Spark Lineage Legacy
- Heuristic:Apache Spark Memory Tuning Tips
- Heuristic:Google deepmind Mujoco Solver Selection Guide
- Heuristic:Huggingface Alignment handbook EOS Token Alignment
- Heuristic:Neuml Txtai Faiss Index Sizing Tip
Environments
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment
- Environment:Obss Sahi Python Image Processing
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:Sgl project Sglang Grafana
- Environment:Online ml River Python Runtime Environment
- Environment:Intel Ipex llm Windows Environment
- Environment:Truera Trulens LangChain LangGraph Environment
- Environment:Apache Hudi Flink Runtime Environment
- Environment:Haotian liu LLaVA Python CUDA Training Environment
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies