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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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|---|---|---|
| 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:Cohere ai Cohere python AWS Bedrock Deployment
- Workflow:Kserve Kserve Canary Rollout Deployment
- Workflow:Huggingface Alignment handbook SFT DPO Alignment Pipeline
- Workflow:PeterL1n BackgroundMattingV2 Training pipeline
- Workflow:Avhz RustQuant Monte Carlo Option Pricing
- Workflow:Truera Trulens Snowflake Observability Pipeline
- Workflow:Microsoft Autogen Graph Based Agent Orchestration
- Workflow:Recommenders team Recommenders Algorithm Benchmarking
- Workflow:Mistralai Client python Finetuning Job Management
- Workflow:Groq Groq python Audio Transcription
Principles
- Principle:Iterative Dvc Version Management
- Principle:Apache Flink Hybrid Source Processing
- Principle:Eric mitchell Direct preference optimization Evaluation And Sampling
- Principle:Sgl project Sglang Quantized Model Export Validation
- Principle:Langgenius Dify BrandingConfiguration
- Principle:Ggml org Llama cpp State Serialization
- Principle:Sgl project Sglang Vision Language Inference
- Principle:Huggingface Datasets PyTorch DataLoader Integration
- Principle:PrefectHQ Prefect Flow Run Querying
- Principle:Togethercomputer Together python Chat Completion Response
Implementations
- Implementation:Webdriverio Webdriverio ESLint AwaitExpect
- Implementation:Mlc ai Mlc llm Serve
- Implementation:CARLA simulator Carla World API Spec
- Implementation:Kornia Kornia Diamond Square
- Implementation:Pyro ppl Pyro TensorUtils
- Implementation:Ollama Ollama Llama Public API
- Implementation:Datajuicer Data juicer NlpaugEnMapper
- Implementation:NVIDIA DALI C API V2 Data Objects Tests
- Implementation:Microsoft Playwright ExtractZip
- Implementation:FlagOpen FlagEmbedding VideoChat2 Open Bench
Heuristics
- Heuristic:Iterative Dvc Shell Execution Pitfalls
- Heuristic:Cohere ai Cohere python Warning Deprecated Legacy Generate API
- Heuristic:DataTalksClub Data engineering zoomcamp CSV Chunk Size Optimization
- Heuristic:Huggingface Diffusers Memory Offloading Strategy
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Adam Beta1 Half
- Heuristic:PacktPublishing LLM Engineers Handbook LoRA Finetuning Parameters
- Heuristic:Promptfoo Promptfoo Transient Error Classification
- Heuristic:AUTOMATIC1111 Stable diffusion webui UNet Performance Patches
- Heuristic:Apache Hudi Record Level Index Optimization
- Heuristic:Apache Spark Partition Sizing Tips
Environments
- Environment:Vibrantlabsai Ragas Python 3 9 Core Environment
- Environment:Apache Airflow Docker Container Environment
- Environment:Apache Shardingsphere ZooKeeper Cluster Coordination
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:Apache Flink Python PyFlink Environment
- Environment:Lm sys FastChat API Keys And Credentials
- Environment:Farama Foundation Gymnasium MuJoCo Physics Backend
- Environment:Farama Foundation Gymnasium JAX Functional Backend
- Environment:Alibaba ROLL DeepSpeed Training Environment
- Environment:Huggingface Datatrove Processing Dependencies