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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:Kserve Kserve InferenceGraph Pipeline
- Workflow:ARISE Initiative Robosuite Gymnasium RL Integration
- Workflow:Mit han lab Llm awq TinyChat LLM Deployment
- Workflow:Sdv dev SDV Multi table synthesis
- Workflow:Duckdb Duckdb Benchmark Execution
- Workflow:Cypress io Cypress Component Test Execution
- Workflow:Hpcaitech ColossalAI Supervised Finetuning
- Workflow:Treeverse LakeFS Data Version Control With Branches
- Workflow:Triton inference server Server LLM Deployment With TRT LLM
- Workflow:Avhz RustQuant Monte Carlo Option Pricing
Principles
- Principle:Dagster io Dagster Custom Resource Pattern
- Principle:Roboflow Rf detr ONNX Model Export
- Principle:Pola rs Polars Advanced SQL Features
- Principle:Openai Whisper Audio Padding And Trimming
- Principle:Haifengl Smile Column Selection and Filtering
- Principle:Scikit learn contrib Imbalanced learn Combined Over Under Sampling
- Principle:Microsoft DeepSpeedExamples SuperOffload Environment
- Principle:Nightwatchjs Nightwatch Client Initialization
- Principle:Haosulab ManiSkill Parallel Trajectory Generation
- Principle:Tensorflow Serving TFRT Model Management
Implementations
- Implementation:Rapidsai Cuml GLM C API
- Implementation:FlagOpen FlagEmbedding Sentence Pair Construction
- Implementation:Hpcaitech ColossalAI DataCollatorForPreferenceDataset
- Implementation:Arize ai Phoenix OpenAI Adapter
- Implementation:Zai org CogVideo SAT Inference Get Args
- Implementation:NVIDIA TransformerEngine Ops MakeExtraOutput
- Implementation:DistrictDataLabs Yellowbrick ModelVisualizer
- Implementation:Lucidrains X transformers ContinuousTransformerWrapper
- Implementation:Arize ai Phoenix Evals Public API
- Implementation:OpenBMB UltraFeedback Annotation Data Loading
Heuristics
- Heuristic:Microsoft DeepSpeedExamples RLHF Hyperparameter Guide
- Heuristic:Protectai Llm guard Lazy Scanner Loading
- Heuristic:TA Lib Ta lib python NaN Propagation Behavior
- Heuristic:Scikit learn contrib Imbalanced learn KNeighbors Selection Tips
- Heuristic:Sdv dev SDV Sampling Retry Tuning
- Heuristic:ClickHouse ClickHouse Jemalloc Production Requirement
- Heuristic:SeleniumHQ Selenium FindElements For Absence Check
- Heuristic:Tensorflow Serving Model Warmup Strategy
- Heuristic:Zai org CogVideo Memory Optimization Strategies
- Heuristic:CrewAIInc CrewAI Context Window Management
Environments
- Environment:Testtimescaling Testtimescaling github io GitHub Actions Runner
- Environment:Ollama Ollama Go Runtime
- Environment:ArroyoSystems Arroyo Webui Runtime
- Environment:Guardrails ai Guardrails OpenTelemetry Tracing
- Environment:OpenGVLab InternVL Flash Attention 2
- Environment:Neuml Txtai Docker Deployment Environment
- Environment:Deepspeedai DeepSpeed XPU Environment
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:Langfuse Langfuse Docker Infrastructure
- Environment:Fastai Fastbook Python FastAI Environment