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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:Lm sys FastChat Vicuna SFT Finetuning
- Workflow:NVIDIA NeMo Curator Semantic Deduplication
- Workflow:Sgl project Sglang ModelOpt Quantization And Export
- Workflow:Nightwatchjs Nightwatch E2E Test Authoring
- Workflow:Cleanlab Cleanlab Classification Label Issue Detection
- Workflow:Apache Hudi Flink MOR Compaction
- Workflow:ArroyoSystems Arroyo Checkpoint Recovery
- Workflow:Vibrantlabsai Ragas RAG Evaluation
- Workflow:Neuml Txtai Agent Execution
- Workflow:Ray project Ray Remote Task Execution
Principles
- Principle:Mlfoundations Open flamingo Vision Conditioned Text Generation
- Principle:HKUDS AI Trader Price Data Fetching
- Principle:Pyro ppl Pyro Algebraic Semirings
- Principle:Datajuicer Data juicer Pipeline Monitoring and Checkpointing
- Principle:Open compass VLMEvalKit Image Encoding For TSV
- Principle:Axolotl ai cloud Axolotl Configuration Loading
- Principle:Duckdb Duckdb FSST String Compression
- Principle:Open compass VLMEvalKit Results Summarization
- Principle:Openai Whisper Full Transcription
- Principle:Avhz RustQuant Generalized Black Scholes Merton
Implementations
- Implementation:Apache Paimon DLFDefaultSigner
- Implementation:InternLM Lmdeploy AttentionMainloopSm70
- Implementation:Microsoft Playwright FileUtils
- Implementation:Spcl Graph of thoughts GroundTruth Operation
- Implementation:TobikoData Sqlmesh Model TrackerPlan
- Implementation:Online ml River Preprocessing TargetScalers
- Implementation:Mit han lab Llm awq LlavaLlamaForCausalLM
- Implementation:Datajuicer Data juicer Quality Classifier Utils
- Implementation:LaurentMazare Tch rs DDPG Agent
- Implementation:Vespa engine Vespa IndexingProcessor ErrorHandling
Heuristics
- Heuristic:SeleniumHQ Selenium Cross Binding Consistency Check
- Heuristic:Alibaba ROLL Reward Clipping Normalization
- Heuristic:SqueezeAILab ETS Lambda Similarity Scaling
- Heuristic:NVIDIA DALI Batch Size Tuning
- Heuristic:Alibaba MNN Memory Mode Selection
- Heuristic:NVIDIA NeMo Curator Deduplication Blocksize Tuning
- Heuristic:Eric mitchell Direct preference optimization Activation Checkpointing Memory
- Heuristic:Wandb Weave Batch Processing Tuning
- Heuristic:Langgenius Dify Extension Initialization Order
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Batch Size One Default
Environments
- Environment:Microsoft Autogen LLM Provider API Keys
- Environment:Huggingface Datasets SQL Dependencies
- Environment:Teamcapybara Capybara Selenium WebDriver Environment
- Environment:Infiniflow Ragflow GPU CUDA Environment
- Environment:Farama Foundation Gymnasium Video Recording Dependencies
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:Vllm project Vllm AMD ROCm
- Environment:Mit han lab Llm awq VILA Multimodal Environment
- Environment:Facebookresearch Habitat lab HITL Runtime Environment
- Environment:Roboflow Rf detr ONNX Export Environment