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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:BerriAI Litellm Response Caching
- Workflow:Langchain ai Langchain Adding Partner Integration
- Workflow:Alibaba MNN Model Conversion Pipeline
- Workflow:Googleapis Python genai Image Generation Pipeline
- Workflow:Getgauge Taiko Gauge Integration Testing
- Workflow:Apache Flink File Source Pipeline
- Workflow:CarperAI Trlx SFT Instruction Tuning
- Workflow:Tensorflow Serving Batched Inference Pipeline
- Workflow:Marker Inc Korea AutoRAG Evaluation Data Creation
- Workflow:Zai org CogVideo Diffusers Text to Video Inference
Principles
- Principle:Helicone Helicone Dashboard Visualization
- Principle:Getgauge Taiko Browser Closure
- Principle:Bentoml BentoML Model Cleanup
- Principle:Huggingface Datatrove Word Level Statistics
- Principle:Confident ai Deepeval Synthetic Data Synthesis
- Principle:AUTOMATIC1111 Stable diffusion webui Memory Management
- Principle:Webdriverio Webdriverio Step Definition Binding
- Principle:Treeverse LakeFS S3 Data Writing
- Principle:Vllm project Vllm Draft Model Acquisition
- Principle:Sdv dev SDV Single Table Quality Evaluation
Implementations
- Implementation:Apache Paimon Schema With Blob Options
- Implementation:Ggml org Ggml Sycl softmax
- Implementation:Run llama Llama index RankGPTRerank
- Implementation:OpenHands OpenHands GithubManager Send Message
- Implementation:DistrictDataLabs Yellowbrick InterclusterDistance Visualizer
- Implementation:Online ml River Base Ensemble
- Implementation:Haosulab ManiSkill UnitreeH1WithHands
- Implementation:Dotnet Machinelearning FastTree SurplusMART Derivatives
- Implementation:Langgenius Dify InputVar Types
- Implementation:Shiyu coder Kronos Config Init
Heuristics
- Heuristic:Pytorch Serve Ampere Tensor Core Optimization
- Heuristic:Shiyu coder Kronos Learning Rate And Optimizer Tuning
- Heuristic:Puppeteer Puppeteer Navigation Race Condition Avoidance
- Heuristic:Axolotl ai cloud Axolotl Memory Optimization Tips
- Heuristic:Elevenlabs Elevenlabs python TTS Model Selection
- Heuristic:Open compass VLMEvalKit SKIP ERR For Graceful Inference
- Heuristic:Alibaba ROLL KL Coefficient Tuning
- Heuristic:Heibaiying BigData Notes HBase Connection Thread Safety Tip
- Heuristic:Pola rs Polars Avoid Lambda In Aggregation
- Heuristic:Interpretml Interpret EBM Hyperparameter Tuning Guide
Environments
- Environment:Turboderp org Exllamav2 Build Toolchain
- Environment:Getgauge Taiko Linux System Libraries
- Environment:Pyro ppl Pyro CUDA GPU Acceleration
- Environment:Vespa engine Vespa CMake Cpp23 Build Environment
- Environment:CarperAI Trlx DeepSpeed Multi GPU
- Environment:Wandb Weave Python SDK Runtime
- Environment:Evidentlyai Evidently Python Core Environment
- Environment:Tencent Ncnn Build Environment
- Environment:Intel Ipex llm NPU Cpp Environment
- Environment:Haotian liu LLaVA Python CUDA Training Environment