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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:Risingwavelabs Risingwave Iceberg Lakehouse Ingestion
- Workflow:Ray project Ray Actor Lifecycle Management
- Workflow:Confident ai Deepeval AI Agent Evaluation
- Workflow:Predibase Lorax Structured JSON Output
- Workflow:Mlflow Mlflow Experiment Tracking
- Workflow:Langchain ai Langgraph Human in the Loop Agent
- Workflow:Evidentlyai Evidently Monitoring Dashboard Setup
- Workflow:Huggingface Peft QLoRA SFT Finetuning
- Workflow:Mlc ai Mlc llm Mobile Deployment
- Workflow:ContextualAI HALOs Model Evaluation
Principles
- Principle:Ollama Ollama GGUF Model Conversion Mistral
- Principle:FlowiseAI Flowise Chat History Management
- Principle:Huggingface Optimum Preprocessor Persistence
- Principle:Mbzuai oryx Awesome LLM Post training Data Export Pipeline
- Principle:Online ml River Multi Output Learning
- Principle:SeldonIO Seldon core Pipeline Conditional Routing
- Principle:Duckdb Duckdb Build Environment Setup
- Principle:OpenGVLab InternVL Preference Data Construction
- Principle:Mlflow Mlflow Predict Function Definition
- Principle:Deepspeedai DeepSpeed Sequence Parallel Computation
Implementations
- Implementation:Open compass VLMEvalKit ChartQAPro
- Implementation:Alibaba MNN RapidJSON Encodings
- Implementation:Ollama Ollama Progress Bar
- Implementation:Vibrantlabsai Ragas HaystackLLMWrapper
- Implementation:Cleanlab Cleanlab Regression Label Issue Manager
- Implementation:Langfuse Langfuse S3 Slowdown Tracking
- Implementation:Norrrrrrr lyn WAInjectBench try wrap lora
- Implementation:Rapidsai Cuml Genetic Common
- Implementation:Kornia Kornia Canny Edge Detector
- Implementation:Lance format Lance LegacyDictionaryEncoding
Heuristics
- Heuristic:Neuml Txtai Memory Streaming Optimization
- Heuristic:SeldonIO Seldon core Model Scheduling Preference Tip
- Heuristic:Apache Airflow DAG Top Level Code Avoidance
- Heuristic:Astronomer Astronomer cosmos Watcher Queue Sizing
- Heuristic:Ray project Ray Graceful Shutdown Timing
- Heuristic:Microsoft Autogen Graph Validation Rules
- Heuristic:Neuml Txtai Batch Size And Sorting Tip
- Heuristic:Microsoft Autogen Agent Thread Safety
- Heuristic:Hpcaitech ColossalAI Gradient Checkpointing Memory Tip
- Heuristic:OpenRLHF OpenRLHF Gradient Checkpointing Memory Tip
Environments
- Environment:Kornia Kornia ONNX Runtime Environment
- Environment:Kserve Kserve Python Runtime
- Environment:Lakeraai Pint benchmark Python 310 With Transformers
- Environment:Haosulab ManiSkill GPU CUDA Simulation
- Environment:Spcl Graph of thoughts Local LLaMA GPU Inference
- Environment:Rapidsai Cuml Python RAPIDS Stack
- Environment:Duckdb Duckdb Code Generation Tools
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK
- Environment:Langfuse Langfuse Redis 7 Queue Cache
- Environment:Rapidsai Cuml CUDA GPU