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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:Webdriverio Webdriverio Page Object Pattern
- Workflow:Huggingface Peft QLoRA SFT Finetuning
- Workflow:Apache Paimon Distributed Processing With Ray
- Workflow:Lance format Lance Full Text Search
- Workflow:Cohere ai Cohere python Chat Completion
- Workflow:ARISE Initiative Robomimic Trained Policy Evaluation
- Workflow:NVIDIA TransformerEngine FSDP Distributed Training
- Workflow:FMInference FlexLLMGen Data Wrangling Batch Inference
- Workflow:Turboderp org Exllamav2 Interactive Chat
- Workflow:Interpretml Interpret Blackbox Model Explanation
Principles
- Principle:Eventual Inc Daft Struct And List Access
- Principle:Testtimescaling Testtimescaling github io Comparison Table Editing
- Principle:ClickHouse ClickHouse DNS Resolution
- Principle:Langgenius Dify Build Pipeline
- Principle:Microsoft DeepSpeedExamples ZeRO Inference Execution
- Principle:Online ml River Incremental Clustering Interface
- Principle:Mlfoundations Open flamingo Optimizer And Scheduler Configuration
- Principle:Kornia Kornia Edge Postprocessing
- Principle:SeldonIO Seldon core Experiment Lifecycle Management
- Principle:Elevenlabs Elevenlabs python Batch Speech to Text
Implementations
- Implementation:Treeverse LakeFS Java SDK Model RangeMetadata
- Implementation:Apache Dolphinscheduler AbstractDataSourceProcessor Connectivity
- Implementation:Rapidsai Cuml Regression Metrics
- Implementation:Neuml Txtai WordVectors
- Implementation:Langchain ai Langchain BaseChatOpenAI Bind Tools
- Implementation:Sktime Pytorch forecasting NaNLabelEncoder
- Implementation:Open compass VLMEvalKit DREAM
- Implementation:Vllm project Vllm SGL MoE INT8
- Implementation:Datahub project Datahub DataJob Entity
- Implementation:Openai Openai node FineTuning Checkpoints
Heuristics
- Heuristic:ClickHouse ClickHouse ThinLTO Build Tradeoffs
- Heuristic:Elevenlabs Elevenlabs python VAD vs Manual Commit Strategy
- Heuristic:Princeton nlp SimPO Hyperparameter Tuning
- Heuristic:Norrrrrrr lyn WAInjectBench Union Ensemble Maximize Recall
- Heuristic:FMInference FlexLLMGen OOM Memory Management
- Heuristic:Unslothai Unsloth Merge Memory Management
- Heuristic:SeldonIO Seldon core Tracing Latency Tip
- Heuristic:Mit han lab Llm awq Kernel Selection Thresholds
- Heuristic:Openai Whisper Compression Ratio Threshold
- Heuristic:Tensorflow Serving GPU Memory And CPU Optimization
Environments
- Environment:Nightwatchjs Nightwatch Selenium WebDriver 4
- Environment:Kornia Kornia CUDA GPU Environment
- Environment:Promptfoo Promptfoo SQLite Database
- Environment:Microsoft Onnxruntime Sklearn Conversion Environment
- Environment:Sgl project Sglang Prometheus
- Environment:VainF Torch Pruning LLM Pruning Dependencies
- Environment:Huggingface Diffusers Attention Backends
- Environment:ARISE Initiative Robomimic HDF5 Data Dependencies
- Environment:Kubeflow Kubeflow Kubernetes Cluster Environment
- Environment:Open compass VLMEvalKit Data Storage Environment