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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:OWASP Www project top 10 for large language model applications LLM Vulnerability Assessment
- Workflow:Heibaiying BigData Notes Storm Topology Development
- Workflow:Deepseek ai Janus Rectified Flow Image Generation
- Workflow:Langchain ai Langgraph Building a Stateful Graph
- Workflow:CARLA simulator Carla Sensor Data Collection
- Workflow:Vespa engine Vespa Logging framework initialization
- Workflow:Apache Spark Kubernetes Deployment
- Workflow:Online ml River Online Clustering
- Workflow:Neuml Txtai Model Training
- Workflow:NVIDIA NeMo Aligner RLHF PPO Training
Principles
- Principle:Apache Paimon Table Configuration
- Principle:Sail sg LongSpec Draft Checkpoint Extraction
- Principle:Mage ai Mage ai SQL Schema Discovery
- Principle:Ggml org Ggml Computation Graph Construction
- Principle:Lance format Lance Full Text Query Execution
- Principle:AUTOMATIC1111 Stable diffusion webui High resolution fix
- Principle:Ollama Ollama Model Loading
- Principle:Unslothai Unsloth Raw Text Data Loading
- Principle:Neuml Txtai Agent LLM Configuration
- Principle:ARISE Initiative Robosuite Robot Base Model Design
Implementations
- Implementation:Online ml River Multiclass OutputCodeClassifier
- Implementation:Cohere ai Cohere python ToolContent Union
- Implementation:Online ml River Datasets MaliciousURL
- Implementation:Vibrantlabsai Ragas Llm Factory
- Implementation:Tencent Ncnn SqueezeNet C API Example
- Implementation:Scikit learn contrib Imbalanced learn KMeansSMOTE
- Implementation:Avhz RustQuant DateRollingConvention
- Implementation:Neuml Txtai ONNX Model
- Implementation:Online ml River Base Clusterer
- Implementation:Farama Foundation Gymnasium PusherEnv V5
Heuristics
- Heuristic:Dotnet Machinelearning LDA Thread Reservation
- Heuristic:Alibaba ROLL Sequence Packing Alignment
- Heuristic:Lucidrains X transformers Gradient Clipping And Accumulation
- Heuristic:Lakeraai Pint benchmark Optimal Configuration Selection
- Heuristic:Wandb Weave Retry And Error Handling
- Heuristic:Sgl project Sglang Memory Fraction Tuning
- Heuristic:Nightwatchjs Nightwatch ESM Module Loading Tips
- Heuristic:Arize ai Phoenix Environment Variable Precedence
- Heuristic:Openai CLIP Class Name Curation
- Heuristic:Risingwavelabs Risingwave LSM Compaction Tuning
Environments
- Environment:CARLA simulator Carla Python API Runtime
- Environment:Predibase Lorax CUDA GPU Runtime
- Environment:Huggingface Open r1 CUDA Environment
- Environment:Pytorch Serve Distributed Training Environment
- Environment:Groq Groq python Python Groq SDK
- Environment:Huggingface Transformers 3D Parallel Multi GPU
- Environment:Intel Ipex llm NPU Cpp Environment
- Environment:Bentoml BentoML Python Runtime
- Environment:Deepspeedai DeepSpeed CPU Environment
- Environment:Mlc ai Mlc llm TVM Runtime Environment