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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:Sktime Pytorch forecasting TFT Demand Forecasting
- Workflow:Avdvg InjectGuard Vector Similarity Detection Pipeline
- Workflow:Cleanlab Cleanlab Datalab Dataset Audit
- Workflow:DataTalksClub Data engineering zoomcamp dlt Data Ingestion
- Workflow:Scikit learn contrib Imbalanced learn Ensemble Imbalanced Classification
- Workflow:Tensorflow Tfjs Sequential Model Training
- Workflow:Alibaba MNN Python Model Inference
- Workflow:Lance format Lance Vector Search Pipeline
- Workflow:NVIDIA TransformerEngine Accelerate HF Llama With TE
- Workflow:Langgenius Dify Plugin Installation and Configuration
Principles
- Principle:FMInference FlexLLMGen Offloaded Text Generation
- Principle:Ollama Ollama Anthropic Trace Logging
- Principle:Ggml org Ggml SYCL GPU Computation
- Principle:Vllm project Vllm LoRA Request Creation
- Principle:DataExpert io Data engineer handbook Windowed Aggregation
- Principle:LaurentMazare Tch rs Generative Adversarial Network
- Principle:Haifengl Smile SQL to ML Bridge
- Principle:Ggml org Ggml VirtGPU Remoting
- Principle:Hpcaitech ColossalAI Preference Dataloader Setup
- Principle:Online ml River Online Linear Regression
Implementations
- Implementation:Run llama Llama index Core Types
- Implementation:NVIDIA TransformerEngine TE Distributed Checkpoint
- Implementation:Kubeflow Kubeflow Kubectl Kustomize Version Check
- Implementation:Ray project Ray Metric Count
- Implementation:Unslothai Unsloth Evaluate OCR Model
- Implementation:Open compass VLMEvalKit DUDE
- Implementation:BerriAI Litellm Simple Shuffle Strategy
- Implementation:Mlc ai Web llm Tool Execution Pattern
- Implementation:OpenHands OpenHands Divider
- Implementation:Microsoft Autogen Studio Gallery Detail
Heuristics
- Heuristic:Alibaba ROLL Gradient Checkpointing Recomputation
- Heuristic:Openai Whisper SDPA Disabling For Attention Extraction
- Heuristic:Fastai Fastbook Mixup Data Augmentation
- Heuristic:Deepspeedai DeepSpeed FP16 Convergence Tips
- Heuristic:Openai Openai node Warning Deprecated Assistants API
- Heuristic:Fede1024 Rust rdkafka Librdkafka Debug Logging
- Heuristic:NVIDIA DALI Thread Affinity Optimization
- Heuristic:Langgenius Dify API Token Single Flight Caching
- Heuristic:Deepseek ai Janus Bfloat16 Operation Workarounds
- Heuristic:Marker Inc Korea AutoRAG Empty Result Fallback
Environments
- Environment:Mlc ai Mlc llm WebGPU Browser Environment
- Environment:Dagster io Dagster GRPC Communication
- Environment:Huggingface Alignment handbook Python TRL
- Environment:TobikoData Sqlmesh Dbt Compatibility
- Environment:Sgl project Sglang CUDA
- Environment:Arize ai Phoenix Frontend Node 22
- Environment:Microsoft BIPIA OpenAI API Environment
- Environment:Microsoft Onnxruntime Sklearn Conversion Environment
- Environment:Langchain ai Langchain LangSmith Tracing Config
- Environment:Mage ai Mage ai Python 3 9 Runtime