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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:Fede1024 Rust rdkafka At Least Once Processing
- Workflow:Mlflow Mlflow Model Logging and Registry
- Workflow:Microsoft Playwright Codegen test recording
- Workflow:InternLM Lmdeploy VLM Inference Pipeline
- Workflow:Ggml org Llama cpp Interactive Chat
- Workflow:Huggingface Transformers Model Training With Trainer
- Workflow:Promptfoo Promptfoo LLM Evaluation
- Workflow:Openai CLIP Prompt engineered classification
- Workflow:Tensorflow Tfjs Transfer Learning
- Workflow:Huggingface Alignment handbook Multi Stage Post Training
Principles
- Principle:Intel Ipex llm Embedding And Vector Store
- Principle:Ggml org Llama cpp Multimodal Projector Loading
- Principle:Huggingface Alignment handbook Dataset Mixture
- Principle:Pyro ppl Pyro Custom Distribution Framework
- Principle:Togethercomputer Together python Batch Result Retrieval
- Principle:Eventual Inc Daft Column Input Normalization
- Principle:Huggingface Optimum Quantized Weight Packing
- Principle:Ucbepic Docetl Playground Setup
- Principle:NVIDIA NeMo Curator Video Embedding
- Principle:NVIDIA NeMo Curator Semantic Deduplication for Video
Implementations
- Implementation:Interpretml Interpret Gradient Histogram Bin
- Implementation:Tencent Ncnn Darknet2ncnn
- Implementation:Langchain ai Langgraph Pregel Debug
- Implementation:Speechbrain Speechbrain Get Verification Scores
- Implementation:Scikit learn Scikit learn Make Pipeline
- Implementation:Explodinggradients Ragas PydanticPrompt Class
- Implementation:Junyanz Pytorch CycleGAN and pix2pix TestOptions Parse
- Implementation:TA Lib Ta lib python Abstract Function Run
- Implementation:DataTalksClub Data engineering zoomcamp Dbt Project Yml Config
- Implementation:Duckdb Duckdb Generate Auxiliary
Heuristics
- Heuristic:Alibaba ROLL Reward Clipping Normalization
- Heuristic:Bitsandbytes foundation Bitsandbytes Compressed Statistics Double Quantization
- Heuristic:Unstructured IO Unstructured PDF Element Sorting
- Heuristic:Apache Spark Serialization Optimization
- Heuristic:Facebookresearch Habitat lab DDPPO Straggler Preemption
- Heuristic:Recommenders team Recommenders TensorFlow Session Ordering
- Heuristic:Mbzuai oryx Awesome LLM Post training Checkpoint Every 3 Papers
- Heuristic:Triton inference server Server Documentation Standards
- Heuristic:Datajuicer Data juicer Partition Size Tuning
- Heuristic:Promptfoo Promptfoo Adaptive Concurrency Tuning
Environments
- Environment:Mlflow Mlflow OpenAI LLM Integration Environment
- Environment:Getgauge Taiko Linux System Libraries
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:HKUDS AI Trader MCP Services
- Environment:Sgl project Sglang Distributed
- Environment:Datahub project Datahub Frontend Build
- Environment:Roboflow Rf detr Roboflow Deployment Credentials
- Environment:Bentoml BentoML Triton Inference Server
- Environment:Cohere ai Cohere python Cohere API Credentials
- Environment:Allenai Open instruct Docker Container