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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:DistrictDataLabs Yellowbrick Model Selection and Tuning
- Workflow:Ucbepic Docetl Playground Interactive Development
- Workflow:Lm sys FastChat Vicuna SFT Finetuning
- Workflow:Interpretml Interpret Model Explanation And Visualization
- Workflow:Puppeteer Puppeteer Browser Installation And Management
- Workflow:Spotify Luigi Central Scheduler Deployment
- Workflow:Cohere ai Cohere python AWS Bedrock Deployment
- Workflow:Tencent Ncnn Vulkan GPU Accelerated Inference
- Workflow:SeldonIO Seldon core Model Explainability
- Workflow:Kornia Kornia ONNX Model Pipeline
Principles
- Principle:Heibaiying BigData Notes Storm Spout Implementation
- Principle:PrefectHQ Prefect Frontend Build Optimization
- Principle:NVIDIA DALI Image Resize
- Principle:Protectai Llm guard Sensitive Data Detection
- Principle:EvolvingLMMs Lab Lmms eval Results Output
- Principle:Huggingface Datasets Dataset Hub Upload
- Principle:Unslothai Unsloth Model Registry
- Principle:Langgenius Dify Workflow Application Creation
- Principle:Huggingface Datasets Dataset Split Inspection
- Principle:Truera Trulens Leaderboard Analysis
Implementations
- Implementation:Sgl project Sglang CPU GEMM FP8
- Implementation:Openai Openai python Fine Tuning Job Cancelled Webhook
- Implementation:Ggml org Llama cpp Ngram Mod Header
- Implementation:Microsoft LoRA Run MLM
- Implementation:Turboderp org Exllamav2 TPContext
- Implementation:Microsoft Autogen Agbench Tabulate Cmd
- Implementation:MarketSquare Robotframework browser Network Http
- Implementation:Infiniflow Ragflow DatasetTable Component
- Implementation:Explodinggradients Ragas Collections NoiseSensitivity Metric
- Implementation:Recommenders team Recommenders KDD2020 Task Helper
Heuristics
- Heuristic:Langgenius Dify Gevent Monkey Patching Order
- Heuristic:Openai Openai node RunTools Loop Limit
- Heuristic:Openai Openai agents python Sensitive Data Logging Defaults
- Heuristic:Iterative Dvc Shell Execution Pitfalls
- Heuristic:Heibaiying BigData Notes Spark Streaming Local Threads Tip
- Heuristic:Vibrantlabsai Ragas Analytics Silent Failure Pattern
- Heuristic:Openai Whisper No Speech Detection
- Heuristic:Confident ai Deepeval Dotenv Loading Order
- Heuristic:Online ml River ARF Drift Detection Sensitivity
- Heuristic:Dotnet Machinelearning Tokenizer Caching Strategy
Environments
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment
- Environment:Elevenlabs Elevenlabs python PyAudio
- Environment:Apache Paimon Optional Extensions
- Environment:Unslothai Unsloth CUDA VLLM
- Environment:Mbzuai oryx Awesome LLM Post training Python Requests
- Environment:Tencent Ncnn Vulkan Environment
- Environment:Apache Shardingsphere Java Runtime Environment
- Environment:Arize ai Phoenix Python Runtime
- Environment:Hiyouga LLaMA Factory Core Python GPU Environment
- Environment:Alibaba MNN GPU OpenCL Environment