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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:Avdvg InjectGuard Vector Similarity Detection Pipeline
- Workflow:Apache Flink Stream File Compaction
- Workflow:Trailofbits Fickling Pickle Safety Analysis
- Workflow:Tensorflow Serving Model Export And Serving
- Workflow:Googleapis Python genai Context Caching
- Workflow:Scikit learn Scikit learn Supervised Classification
- Workflow:Mage ai Mage ai Destination Data Loading
- Workflow:Apache Shardingsphere Shadow Rule Configuration
- Workflow:ArroyoSystems Arroyo Checkpoint Recovery
- Workflow:Turboderp org Exllamav2 LoRA Adapter Inference
Principles
- Principle:NVIDIA NeMo Curator CLIP Embedding
- Principle:Microsoft LoRA Parameter Freezing
- Principle:Datajuicer Data juicer Data Mapping Transformation
- Principle:Heibaiying BigData Notes Hive Database Creation
- Principle:Pyro ppl Pyro Full Rank Variational Inference
- Principle:Hiyouga LLaMA Factory Shifted Sparse Attention
- Principle:Ggml org Llama cpp Multimodal Projector Loading
- Principle:Haosulab ManiSkill Demonstration Data Acquisition
- Principle:AUTOMATIC1111 Stable diffusion webui UI Accessibility
- Principle:Microsoft BIPIA Distributed Finetuning
Implementations
- Implementation:Testtimescaling Testtimescaling github io Workflow Dispatch Verification
- Implementation:Huggingface Diffusers VaeImageProcessor Postprocess
- Implementation:Apache Hudi HoodieSplitReaderFunction Read
- Implementation:Ollama Ollama Llama Model Loader Types
- Implementation:Huggingface Trl PPOTrainer Save Generate
- Implementation:Online ml River Stream Iter Sklearn
- Implementation:Dotnet Machinelearning BinaryClassification Evaluate
- Implementation:DistrictDataLabs Yellowbrick ResidualsPlot Visualizer
- Implementation:Mage ai Mage ai Twitter Ads Tap Init
- Implementation:Mlc ai Mlc llm Batch Jumpforward
Heuristics
- Heuristic:Arize ai Phoenix Environment Variable Precedence
- Heuristic:Norrrrrrr lyn WAInjectBench Balanced Class Weights Imbalanced Data
- Heuristic:AnswerDotAI RAGatouille FAISS Vs PyTorch KMeans Indexing
- Heuristic:Teamcapybara Capybara Animation Disabling For Tests
- Heuristic:Openclaw Openclaw Plugin Dependency Gotchas
- Heuristic:Lance format Lance Warning Deprecated Java APIs
- Heuristic:PrefectHQ Prefect HTTP Connection Pool Tuning
- Heuristic:Confident ai Deepeval Secret Management Best Practices
- Heuristic:Helicone Helicone Rate Limiting Fail Open
- Heuristic:Spcl Graph of thoughts Budget Gated Benchmark Execution
Environments
- Environment:Helicone Helicone Python ClickHouse Migrations
- Environment:Google deepmind Dm control EGL Headless Rendering
- Environment:Deepset ai Haystack OpenAI API Environment
- Environment:Treeverse LakeFS Web UI Environment
- Environment:ARISE Initiative Robomimic PyTorch CUDA Environment
- Environment:ARISE Initiative Robosuite MuJoCo Python
- Environment:HKUDS AI Trader API Credentials
- Environment:HKUDS AI Trader Browser Runtime
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:Fede1024 Rust rdkafka Kafka Broker Runtime