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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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|---|---|---|
| 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:Protectai Llm guard Scanner Benchmarking
- Workflow:Googleapis Python genai Multi Turn Chat
- Workflow:Mage ai Mage ai Building a New Source Connector
- Workflow:Togethercomputer Together python Fine Tuning
- Workflow:Webdriverio Webdriverio Cloud Service Integration
- Workflow:Wandb Weave Evaluation Pipeline
- Workflow:Snorkel team Snorkel Slice Aware Training
- Workflow:Openai Openai python Responses API Text Generation
- Workflow:Mistralai Client python Azure Chat Completion
- Workflow:Lance format Lance Version Management
Principles
- Principle:SeleniumHQ Selenium Browser Options Configuration
- Principle:Ggml org Llama cpp HybridMemory
- Principle:ARISE Initiative Robosuite Gymnasium Environment Wrapping
- Principle:Mistralai Client python Finetuning Job Control
- Principle:BerriAI Litellm Job Progress Monitoring
- Principle:Online ml River Built In Datasets
- Principle:Togethercomputer Together python Dataset Validation
- Principle:DistrictDataLabs Yellowbrick Bestfit Regression Overlay
- Principle:DistrictDataLabs Yellowbrick Dataset Loading
- Principle:Haotian liu LLaVA LoRA Configuration
Implementations
- Implementation:Apache Kafka Kafka Run Class JVM Options
- Implementation:Microsoft LoRA Legacy Seq2Seq Utils
- Implementation:Apache Spark Docker Image Tool
- Implementation:Recommenders team Recommenders DKN Item2Item Model
- Implementation:Langfuse Langfuse Tracing Factory
- Implementation:Datahub project Datahub RestEmitter Create
- Implementation:NVIDIA TransformerEngine PyTorch Ext GEMM
- Implementation:Alibaba MNN PyMNN CV Preprocessing
- Implementation:Turboderp org Exllamav2 Ext QMatrix
- Implementation:Kornia Kornia VisionTransformer
Heuristics
- Heuristic:Deepset ai Haystack Pipeline Max Runs Safety Limit
- Heuristic:Apache Hudi Write Memory Tuning
- Heuristic:Unslothai Unsloth LoRA Rank Selection
- Heuristic:Openai Openai node Warning Deprecated Assistants API
- Heuristic:VainF Torch Pruning Pruning Ratio vs Parameter Ratio
- Heuristic:Lucidrains X transformers Numerical Stability Techniques
- Heuristic:SeldonIO Seldon core Model Scheduling Preference Tip
- Heuristic:Gretelai Gretel synthetics Binary Encoder Cutoff
- Heuristic:Avhz RustQuant Finite Difference Grid Sizing
- Heuristic:Isaac sim IsaacGymEnvs DR Setup Only Flag
Environments
- Environment:Testtimescaling Testtimescaling github io Semantic Scholar API
- Environment:Vllm project Vllm NVIDIA CUDA
- Environment:Treeverse LakeFS Go Runtime Environment
- Environment:Bigscience workshop Petals Python Transformers
- Environment:Helicone Helicone Cloudflare Workers Runtime
- Environment:Sgl project Sglang Kubernetes
- Environment:Webdriverio Webdriverio Cloud Service Credentials
- Environment:ClickHouse ClickHouse Systemd Runtime
- Environment:Deepset ai Haystack GPU Device Environment
- Environment:ChenghaoMou Text dedup Python 3 12 Environment