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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:LLMBook zh LLMBook zh github io LLM Pretraining
- Workflow:Testtimescaling Testtimescaling github io Automated Citation Tracking
- Workflow:HKUDS AI Trader Agent Decision Loop
- Workflow:Kserve Kserve InferenceGraph Pipeline
- Workflow:Tensorflow Serving REST API Inference
- Workflow:Promptfoo Promptfoo Project Initialization
- Workflow:Microsoft Autogen Graph Based Agent Orchestration
- Workflow:DataTalksClub Data engineering zoomcamp dbt Analytics Transformation
- Workflow:PacktPublishing LLM Engineers Handbook Model Evaluation
- Workflow:Diagram of thought Diagram of thought DoT Prompt Customization
Principles
- Principle:Datajuicer Data juicer Partition Size Optimization
- Principle:NVIDIA DALI Pipeline Definition
- Principle:ContextualAI HALOs Metrics Summarization
- Principle:FlowiseAI Flowise Vector Store Upsert
- Principle:Lucidrains X transformers Masked Prediction Data Preparation
- Principle:DistrictDataLabs Yellowbrick Drawing Primitives
- Principle:Ollama Ollama Inference Dispatch
- Principle:Ggml org Llama cpp Quantization
- Principle:Togethercomputer Together python Image Response Processing
- Principle:CARLA simulator Carla Obstacle Detection
Implementations
- Implementation:Deepspeedai DeepSpeed OpBuilder
- Implementation:Guardrails ai Guardrails Faiss
- Implementation:Apache Paimon KeyValueDataWriter
- Implementation:DataExpert io Data engineer handbook Pytest Spark Fixture
- Implementation:Ggml org Llama cpp Memory Hybrid ISWA
- Implementation:DistrictDataLabs Yellowbrick Color Palettes
- Implementation:Speechbrain Speechbrain Hparams KsponSpeech Conformer
- Implementation:Tensorflow Tfjs Training Utils
- Implementation:Scikit learn Scikit learn SetOutput
- Implementation:Risingwavelabs Risingwave CdcSourceChannel
Heuristics
- Heuristic:Trailofbits Fickling Injection Mode Selection
- Heuristic:Allenai Open instruct Logprob Clamping
- Heuristic:Openai CLIP Linear Probe Regularization C
- Heuristic:Openai Openai node RunTools Loop Limit
- Heuristic:Snorkel team Snorkel Binary Only Slicing
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix CuDNN Benchmark Scale Width
- Heuristic:NVIDIA TransformerEngine Attention Backend Selection
- Heuristic:Mlc ai Web llm Penalty Parameter Defaults
- Heuristic:Confident ai Deepeval Timeout and Retry Tuning
- Heuristic:Lucidrains X transformers Numerical Stability Techniques
Environments
- Environment:Run llama Llama index Fsspec Remote Storage
- Environment:Mlflow Mlflow OpenAI LLM Integration Environment
- Environment:Helicone Helicone Wrangler CLI
- Environment:NVIDIA TransformerEngine Python PyTorch Requirements
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Pandas
- Environment:Apache Flink Python PyFlink Environment
- Environment:Treeverse LakeFS Spark GC Environment
- Environment:Open compass VLMEvalKit API Keys And Credentials
- Environment:Huggingface Transformers PyTorch 24 CUDA