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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:Neuml Txtai Semantic Search
- Workflow:Vibrantlabsai Ragas Prompt Optimization
- Workflow:Langchain ai Langgraph Human in the Loop Agent
- Workflow:Testtimescaling Testtimescaling github io Adding a New Paper
- Workflow:Huggingface Diffusers LoRA Finetuning
- Workflow:ThreeSR Awesome Inference Time Scaling Automated Paper Addition
- Workflow:LMCache LMCache KV Cache Offloading
- Workflow:Guardrails ai Guardrails LLM Output Validation
- Workflow:Recommenders team Recommenders News Recommendation NRMS
- Workflow:DistrictDataLabs Yellowbrick Regression Model Evaluation
Principles
- Principle:Facebookresearch Habitat lab Hierarchical Policy Assembly
- Principle:DataTalksClub Data engineering zoomcamp Kestra Data Extraction
- Principle:Deepseek ai Janus Prompt Formatting for Generation
- Principle:Risingwavelabs Risingwave Composable Development Environment
- Principle:Volcengine Verl VLM Model Configuration
- Principle:Shiyu coder Kronos Topk Dropout Portfolio Strategy
- Principle:Helicone Helicone Payment Processing
- Principle:Ray project Ray Runtime Shutdown
- Principle:Openai Whisper Audio Loading
- Principle:Apache Paimon Index Evaluation and Scoring
Implementations
- Implementation:Spcl Graph of thoughts Prompter ABC
- Implementation:Farama Foundation Gymnasium SwimmerEnv V4
- Implementation:Explodinggradients Ragas SummarizationScore Metric
- Implementation:ARISE Initiative Robomimic Split train val from hdf5
- Implementation:Sktime Pytorch forecasting PositionalEmbedding
- Implementation:SeldonIO Seldon core Seldon Pipeline CRD Explainer
- Implementation:Confident ai Deepeval Docusaurus Config
- Implementation:Haosulab ManiSkill TurnFaucet
- Implementation:InternLM Lmdeploy Gemm MatrixPtr
- Implementation:Scikit learn Scikit learn RegressionMetrics
Heuristics
- Heuristic:Predibase Lorax CUDA Graph Batch Size Caching
- Heuristic:Recommenders team Recommenders TensorFlow Session Ordering
- Heuristic:OWASP Www project top 10 for large language model applications Deliberately Insecure Code Isolation
- Heuristic:OpenHands OpenHands Clustered Race Condition Prevention
- Heuristic:Marker Inc Korea AutoRAG Deterministic Evaluation Generation
- Heuristic:Zai org CogVideo Scheduler and Guidance Selection
- Heuristic:Tencent Ncnn Letterbox Vs Direct Resize
- Heuristic:Ggml org Ggml Quantization Type Selection
- Heuristic:Danijar Dreamerv3 Adaptive Gradient Clipping
- Heuristic:Alibaba ROLL Gradient Checkpointing Recomputation
Environments
- Environment:Microsoft DeepSpeedExamples ZeRO Inference Runtime
- Environment:Spcl Graph of thoughts OpenAI API Access
- Environment:Fastai Fastbook Python FastAI Environment
- Environment:Vibrantlabsai Ragas Python 3 9 Core Environment
- Environment:Huggingface Datasets Lance Dependencies
- Environment:Evidentlyai Evidently SQL Storage Environment
- Environment:Spotify Luigi Hadoop HDFS Cluster
- Environment:Vllm project Vllm AWS ECR
- Environment:Kserve Kserve GPU Accelerator
- Environment:Nautechsystems Nautilus trader Databento API Credentials