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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:Tencent Ncnn Image Classification Inference
- Workflow:Duckdb Duckdb Benchmark Execution
- Workflow:Lm sys FastChat Vicuna SFT Finetuning
- Workflow:Explodinggradients Ragas Prompt Evaluation And Iteration
- Workflow:OpenGVLab InternVL Preference Optimization
- Workflow:Astronomer Astronomer cosmos TaskGroup dbt integration
- Workflow:Alibaba ROLL Supervised Finetuning Pipeline
- Workflow:Onnx Onnx Reference Evaluation
- Workflow:Huggingface Open r1 Model Evaluation
- Workflow:Vespa engine Vespa CI CD build pipeline
Principles
- Principle:Nightwatchjs Nightwatch Custom Assertion Creation
- Principle:Kornia Kornia Automatic Augmentation
- Principle:Spcl Graph of thoughts Thought Scoring
- Principle:Openai Whisper Single Segment Decoding
- Principle:Kserve Kserve InferenceGraph Specification
- Principle:Huggingface Optimum Model Decomposition
- Principle:Explodinggradients Ragas Multi Turn Evaluation Schema
- Principle:Axolotl ai cloud Axolotl Training Performance Profiling
- Principle:BerriAI Litellm API Key Management
- Principle:FMInference FlexLLMGen Offloaded Text Generation
Implementations
- Implementation:Webdriverio Webdriverio InitializeServices
- Implementation:Ollama Ollama Llama Adapter
- Implementation:LaurentMazare Tch rs GAN Example
- Implementation:Apache Flink SplitFetcherManager
- Implementation:Neuml Txtai Similarity
- Implementation:Arize ai Phoenix Legacy AnthropicModel
- Implementation:Google deepmind Dm control Header Parsing
- Implementation:Kserve Kserve DeepSeek R1 PD DeepEP HT Sample
- Implementation:Ucbepic Docetl Directive DocSummarization
- Implementation:Helicone Helicone Docker Compose Setup
Heuristics
- Heuristic:Kubeflow Kubeflow Issue Routing To Sub Repos
- Heuristic:Openai Whisper Log Probability Threshold
- Heuristic:Facebookresearch Habitat lab Warning Deprecated Legacy UI System
- Heuristic:Vibrantlabsai Ragas Analytics Silent Failure Pattern
- Heuristic:Allenai Open instruct Logprob Clamping
- Heuristic:Pytorch Serve Batch Size Tuning
- Heuristic:Rapidsai Cuml GPU Cache Alignment
- Heuristic:EvolvingLMMs Lab Lmms eval Distributed Padding Strategy
- Heuristic:Promptfoo Promptfoo Retry With Jitter
- Heuristic:Sail sg LongSpec Triton Block Size Tuning
Environments
- Environment:Alibaba MNN ARM Mobile Environment
- Environment:Datajuicer Data juicer LLM API Credentials Environment
- Environment:Openclaw Openclaw State Directory And Credentials
- Environment:Danijar Dreamerv3 JAX CUDA
- Environment:Speechbrain Speechbrain Multi GPU DDP
- Environment:DistrictDataLabs Yellowbrick Optional NLP Dependencies
- Environment:Turboderp org Exllamav2 CUDA GPU Runtime
- Environment:Datahub project Datahub Frontend Build
- Environment:Google deepmind Dm control Python MuJoCo Runtime
- Environment:Cleanlab Cleanlab Image Quality Dependencies