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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:Guardrails ai Guardrails Structured Data Generation
- Workflow:TA Lib Ta lib python Abstract API Usage
- Workflow:Langgenius Dify Docker Deployment
- Workflow:ContextualAI HALOs Offline SFT Alignment Pipeline
- Workflow:Infiniflow Ragflow Document Processing Pipeline
- Workflow:Axolotl ai cloud Axolotl DPO Preference Alignment
- Workflow:Ggml org Llama cpp LoRA Adapter Workflow
- Workflow:Hiyouga LLaMA Factory Model Export and Merging
- Workflow:Cleanlab Cleanlab Datalab Dataset Audit
- Workflow:Apache Shardingsphere Metadata DDL Refresh
Principles
- Principle:Allenai Open instruct Generation Benchmarking
- Principle:HKUDS AI Trader Frontend Configuration Loading
- Principle:Princeton nlp SimPO Benchmark Decontamination
- Principle:Turboderp org Exllamav2 Layer Normalization
- Principle:Spcl Graph of thoughts Result Serialization
- Principle:Sktime Pytorch forecasting xLSTM Architecture
- Principle:Deepspeedai DeepSpeed Inference Execution
- Principle:PacktPublishing LLM Engineers Handbook Chunking And Embedding
- Principle:Google deepmind Dm control Manipulation Environment Loading
- Principle:Huggingface Datatrove IPC Data Reading
Implementations
- Implementation:Langchain ai Langgraph Auth HTTPException
- Implementation:Bentoml BentoML IO Descriptor Pandas
- Implementation:Farama Foundation Gymnasium Vector Wrappers Init
- Implementation:NVIDIA DALI KernelManager
- Implementation:Allenai Open instruct Build All Verifiers
- Implementation:TobikoData Sqlmesh PlanBuilder Set Start End
- Implementation:Helicone Helicone ExportDashboardData
- Implementation:Open compass VLMEvalKit PaliGemma
- Implementation:FMInference FlexLLMGen DeepSpeed Transformer CUDA
- Implementation:Haotian liu LLaVA Build Demo Gradio
Heuristics
- Heuristic:Ollama Ollama VRAM Recovery And Scheduling
- Heuristic:AUTOMATIC1111 Stable diffusion webui UNet Performance Patches
- Heuristic:Huggingface Datatrove VLLM Startup Optimization
- Heuristic:Obss Sahi Match Threshold Tuning
- Heuristic:Scikit learn Scikit learn Data Leakage Prevention
- Heuristic:Treeverse LakeFS Retry Backoff Configuration
- Heuristic:Romsto Speculative Decoding Ngram Order Selection
- Heuristic:Fastai Fastbook Learning Rate Finder Rule
- Heuristic:Apache Spark Memory Tuning Tips
- Heuristic:Huggingface Diffusers Dtype Precision Selection
Environments
- Environment:Risingwavelabs Risingwave Docker Deployment Environment
- Environment:ArroyoSystems Arroyo Rust Runtime
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment
- Environment:Truera Trulens Snowflake Connector Environment
- Environment:Vespa engine Vespa Cosign Sigstore Signing
- Environment:Microsoft Playwright Node Runtime Environment
- Environment:Ucbepic Docetl Frontend Node Environment
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:Openai Openai agents python Voice Dependencies
- Environment:Alibaba ROLL CUDA GPU Environment