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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:Apache Airflow Scheduler Operation and Task Execution
- Workflow:Bitsandbytes foundation Bitsandbytes FSDP QLoRA Distributed Training
- Workflow:Haifengl Smile Model Serving Pipeline
- Workflow:Dagster io Dagster ML Pipeline
- Workflow:InternLM Lmdeploy W8A8 SmoothQuant Quantization
- Workflow:NVIDIA NeMo Curator Text Curation Pipeline
- Workflow:DistrictDataLabs Yellowbrick Classification Model Evaluation
- Workflow:Langchain ai Langgraph Persistence and Memory Setup
- Workflow:Google research Deduplicate text datasets Wiki40B TFDS deduplication
- Workflow:Apache Paimon Vector Similarity Search
Principles
- Principle:Helicone Helicone Infrastructure Services
- Principle:Togethercomputer Together python Message Construction
- Principle:Confident ai Deepeval Offline Trace Evaluation
- Principle:OWASP Www project top 10 for large language model applications Manual Adversarial Testing
- Principle:Webdriverio Webdriverio Command Wrapping
- Principle:FlowiseAI Flowise Audio Visualization
- Principle:Interpretml Interpret EBM JSON Serialization
- Principle:Apache Hudi Schema Change Execution
- Principle:Apache Paimon FAISS Index Configuration
- Principle:Duckdb Duckdb Prerequisite Code Generation
Implementations
- Implementation:Triton inference server Server Git Clone Server
- Implementation:Microsoft BIPIA FewShotChatGPT35Defense Construct Example
- Implementation:Pyro ppl Pyro RSA Hyperbole
- Implementation:Kornia Kornia Gaussian Blur
- Implementation:LMCache LMCache Distributed API
- Implementation:CarperAI Trlx NeMo SFT Model
- Implementation:NVIDIA NeMo Curator WER Metric Stage
- Implementation:BerriAI Litellm Scheduler
- Implementation:FMInference FlexLLMGen Prompt Utils
- Implementation:Junyanz Pytorch CycleGAN and pix2pix TestModel Forward
Heuristics
- Heuristic:Rapidsai Cuml CUDA Kernel Caching
- Heuristic:Mistralai Client python Resource Context Manager
- Heuristic:Evidentlyai Evidently Drift Detection Thresholds
- Heuristic:Elevenlabs Elevenlabs python Text Chunking Splitter Characters
- Heuristic:Cohere ai Cohere python Tokenizer Cache With TTL
- Heuristic:Cohere ai Cohere python Pydantic V1 V2 Compatibility
- Heuristic:Fastai Fastbook Random Forest Defaults
- Heuristic:Haosulab ManiSkill Rendering Memory Optimization
- Heuristic:DevExpress Testcafe Window Resize Correction
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Before Split Leakage
Environments
- Environment:Tensorflow Tfjs Python Converter
- Environment:NVIDIA NeMo Aligner TensorRT LLM Acceleration Environment
- Environment:Unstructured IO Unstructured PDF Dependencies
- Environment:Wandb Weave Python SDK Runtime
- Environment:Nightwatchjs Nightwatch Selenium WebDriver 4
- Environment:SeldonIO Seldon core Docker Compose Local Environment
- Environment:Arize ai Phoenix LLM Provider SDKs
- Environment:Vespa engine Vespa Cosign Sigstore Signing
- Environment:Sgl project Sglang Triton
- Environment:Apache Spark Release Build Environment