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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:Datajuicer Data juicer Dataset Quality Analysis
- Workflow:Run llama Llama index Embedding Finetuning
- Workflow:Open compass VLMEvalKit Adding Custom Benchmark
- Workflow:Webdriverio Webdriverio WDIO Testrunner Setup
- Workflow:Mlc ai Web llm Structured Output Generation
- Workflow:Microsoft Agent framework Basic Agent Creation
- Workflow:Evidentlyai Evidently Monitoring Dashboard Setup
- Workflow:Alibaba MNN LLM Deployment Pipeline
- Workflow:CarperAI Trlx SFT Instruction Tuning
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Translation
Principles
- Principle:Apache Kafka Topic CLI Bootstrap
- Principle:TobikoData Sqlmesh Dbt Model Discovery And Mapping
- Principle:SeldonIO Seldon core Experiment Lifecycle Management
- Principle:Alibaba MNN Diffusion Engine Compilation
- Principle:Duckdb Duckdb Extension Configuration
- Principle:Huggingface Diffusers Video Denoising
- Principle:Microsoft DeepSpeedExamples Classification Evaluation
- Principle:Norrrrrrr lyn WAInjectBench JSONL Results Serialization
- Principle:Haifengl Smile Spatial Index Selection
- Principle:VainF Torch Pruning Growing Regularization
Implementations
- Implementation:Getgauge Taiko Text Exists
- Implementation:Google deepmind Mujoco MJWarp BVH
- Implementation:Datajuicer Data juicer SpecifiedNumericFieldFilter
- Implementation:Shiyu coder Kronos Generate Predictions Qlib
- Implementation:Lm sys FastChat Hardcoded Questions And Merge
- Implementation:Helicone Helicone Providers Web Metadata
- Implementation:Scikit learn contrib Imbalanced learn BaseUnderSampler
- Implementation:Farama Foundation Gymnasium Vector Space Utils
- Implementation:Google deepmind Mujoco initOpenGL Pattern
- Implementation:Ggml org Llama cpp Ngram Cache Header
Heuristics
- Heuristic:Webdriverio Webdriverio Stale Element Auto Refetch
- Heuristic:Ray project Ray Graceful Shutdown Timing
- Heuristic:ARISE Initiative Robomimic BatchNorm To GroupNorm For EMA
- Heuristic:Tencent Ncnn Vulkan Pipeline Warmup
- Heuristic:Run llama Llama index Finetuning Warmup Steps
- Heuristic:Danijar Dreamerv3 Adaptive Gradient Clipping
- Heuristic:Princeton nlp SimPO Concatenated Forward Pass
- Heuristic:Tencent Ncnn NMS Threshold Tuning
- Heuristic:Scikit learn Scikit learn N Jobs Parallelism Tips
- Heuristic:EvolvingLMMs Lab Lmms eval Truncated Image Handling
Environments
- Environment:Huggingface Transformers PyTorch 24 CUDA
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:DevExpress Testcafe Node Runtime
- Environment:Spotify Luigi SQLAlchemy Database
- Environment:Sgl project Sglang Distributed
- Environment:Deepspeedai DeepSpeed Python Runtime Environment
- Environment:Dotnet Machinelearning Dotnet SDK And Runtime
- Environment:Openai Evals Python Runtime
- Environment:Openai Openai agents python Python 3 9 Runtime
- Environment:ClickHouse ClickHouse CI Docker Environment