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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:Huggingface Diffusers LoRA Finetuning
- Workflow:Astronomer Astronomer cosmos Dbt docs generation
- Workflow:Mlfoundations Open flamingo Few Shot Evaluation
- Workflow:Unslothai Unsloth Model Export And Deployment
- Workflow:Treeverse LakeFS Garbage Collection
- Workflow:Vibrantlabsai Ragas RAG Evaluation
- Workflow:Openai Openai agents python Multi Agent Handoff
- Workflow:Eric mitchell Direct preference optimization SFT Training
- Workflow:Run llama Llama index Data Ingestion Pipeline
- Workflow:Intel Ipex llm Pipeline Parallel Inference
Principles
- Principle:Apache Paimon Schema Alignment
- Principle:Romsto Speculative Decoding Encoder Decoder Autoregressive Generation
- Principle:Heibaiying BigData Notes Spark Data Writing
- Principle:NVIDIA NeMo Aligner DPO Sequence Packing
- Principle:Apache Kafka Release Branch Preparation
- Principle:Huggingface Datatrove Exact Deduplication
- Principle:Openclaw Openclaw Cloud Deployment Configuration
- Principle:Ggml org Llama cpp Configuration
- Principle:Roboflow Rf detr Model Computational Profiling
- Principle:Roboflow Rf detr Image Preprocessing
Implementations
- Implementation:InternLM Lmdeploy DeviceComm
- Implementation:Datajuicer Data juicer FixUnicodeMapper
- Implementation:CarperAI Trlx NeMo PPO Model
- Implementation:Pola rs Polars Str to Date Datetime
- Implementation:EvolvingLMMs Lab Lmms eval Flickr30k Utils
- Implementation:NVIDIA DALI CMake Plugin Build
- Implementation:Protectai Llm guard Scan prompt
- Implementation:PacktPublishing LLM Engineers Handbook Dataset Push To Hub
- Implementation:CARLA simulator Carla ActorDescription
- Implementation:Helicone Helicone Heartbeat Worker Types
Heuristics
- Heuristic:SeleniumHQ Selenium Warning Deprecated HasDownloads GetDownloadableFiles
- Heuristic:Langchain ai Langgraph Durability Mode Selection
- Heuristic:Puppeteer Puppeteer Firefox Single Process Workaround
- Heuristic:SeleniumHQ Selenium Warning Deprecated Proxy FTP Methods
- Heuristic:Gretelai Gretel synthetics Binary Encoder Cutoff
- Heuristic:Sdv dev SDV Sampling Retry Tuning
- Heuristic:PeterL1n BackgroundMattingV2 Backbone Scale Selection
- Heuristic:Confident ai Deepeval Timeout and Retry Tuning
- Heuristic:Microsoft DeepSpeedExamples Gradient Checkpointing Tradeoff
- Heuristic:Microsoft Onnxruntime Flash Attention Optimization
Environments
- Environment:Pola rs Polars GPU Execution Environment
- Environment:Spcl Graph of thoughts Local LLaMA GPU Inference
- Environment:Sgl project Sglang CPU Runtime
- Environment:Interpretml Interpret Visualization Environment
- Environment:Openai Openai agents python Memory Extensions Dependencies
- Environment:Pytorch Serve CUDA GPU Environment
- Environment:Spcl Graph of thoughts Python 3 8 Runtime
- Environment:CrewAIInc CrewAI LLM Provider Credentials
- Environment:Elevenlabs Elevenlabs python Python Httpx
- Environment:Microsoft Agent framework API Credentials