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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:ClickHouse ClickHouse Building From Source
- Workflow:Googleapis Python genai Multi Turn Chat
- Workflow:Snorkel team Snorkel Slice Aware Training
- Workflow:Langfuse Langfuse Prompt management lifecycle
- Workflow:Apache Paimon Blob Storage With Descriptors
- Workflow:Pola rs Polars Data IO and Format Conversion
- Workflow:OpenBMB UltraFeedback GPT4 Preference Annotation
- Workflow:Wandb Weave Tracing Setup
- Workflow:Langgenius Dify Knowledge Base Management
- Workflow:Apache Druid Batch Data Ingestion
Principles
- Principle:Helicone Helicone Application Services
- Principle:AUTOMATIC1111 Stable diffusion webui Network loading
- Principle:FMInference FlexLLMGen Model Configuration Resolution
- Principle:Trailofbits Fickling Stacked Pickle Parsing
- Principle:Teamcapybara Capybara Session Cleanup
- Principle:CarperAI Trlx Scaling Benchmarking
- Principle:Apache Paimon Deletion Vectors
- Principle:Junyanz Pytorch CycleGAN and pix2pix HTML Result Gallery
- Principle:Ollama Ollama Compute Graph System
- Principle:LaurentMazare Tch rs Tensor Iteration
Implementations
- Implementation:Openai Openai python Batch Expired Webhook
- Implementation:Online ml River Preprocessing Imputers
- Implementation:DataTalksClub Data engineering zoomcamp Java Ride Data Model
- Implementation:Mage ai Mage ai Chargebee Common Customers Schema
- Implementation:Lance format Lance MapEncoding
- Implementation:Groq Groq python ChatCompletion Response
- Implementation:OpenHands OpenHands Dialog
- Implementation:Lm sys FastChat Make Delta Weights
- Implementation:Apache Flink DataGeneratorSource
- Implementation:Pola rs Polars Str to Date Datetime
Heuristics
- Heuristic:Microsoft LoRA LoRA Rank Selection
- Heuristic:Haifengl Smile Quarkus Async Context Handling
- Heuristic:PeterL1n BackgroundMattingV2 ONNX Patch Method Compatibility
- Heuristic:Ucbepic Docetl Token Counting And Truncation
- Heuristic:Romsto Speculative Decoding Gamma Tuning
- Heuristic:Dotnet Machinelearning Text File Sampling Strategy
- Heuristic:Unstructured IO Unstructured Libmagic Filetype Accuracy
- Heuristic:Teamcapybara Capybara Frozen Time Detection
- Heuristic:Farama Foundation Gymnasium Render Mode Selection Guide
- Heuristic:DevExpress Testcafe Browser Connection Timeouts
Environments
- Environment:Microsoft Autogen Python Runtime Environment
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:Infiniflow Ragflow Data Source Credentials
- Environment:Sgl project Sglang CPU
- Environment:Openclaw Openclaw Gateway Network Ports
- Environment:Microsoft LoRA NLU Conda Environment
- Environment:Treeverse LakeFS LakeFS Server Environment
- Environment:Huggingface Peft BitsAndBytes Quantization
- Environment:Princeton nlp Tree of thought llm Python OpenAI
- Environment:Allenai Open instruct vLLM Inference