3. Data, Science & AI

Provides no-code web interface for fine-tuning large language models with quantization support and multimodal capabilities.

Provides API integration for electronic lab notebooks (ELN) to manage entries, attachments, and workflows with scientific tools including Jupyter and REDCap.

Provides direct REST API access to PubMed for querying biomedical literature, supporting advanced Boolean/MeSH queries, batch processing, and citation management.

Creates publication-quality scientific diagrams with AI-driven refinement for neural networks, biological pathways, and complex visualizations.

Accesses AlphaFold's database of AI-predicted protein structures, enabling retrieval by UniProt ID and analysis of confidence metrics for structural biology research.

Statistical visualization library for creating scatter, box, violin, heatmap, and regression plots for exploratory data analysis and publication-ready figures.

Language-independent text tokenizer using BPE and Unigram algorithms, optimized for speed and multilingual support in AI models.

Automates laboratory workflows by controlling liquid handlers, plate readers, and lab equipment, supporting both simulation and physical hardware execution.

Provides programmatic access to Data Commons for querying global statistical data including demographics, economics, health, and environmental metrics.

Queries Open Targets Platform for target-disease associations, drug target data, and therapeutic evidence to support biomedical research and drug discovery.

Generates images from text prompts using Stable Diffusion models via HuggingFace Diffusers.

Guides causal interventions on PyTorch models using the pyvene framework for causal tracing, activation patching, and hypothesis testing.

Computational pathology toolkit for AI-driven analysis of whole-slide images, multiplex imaging, and spatial proteomics data in medical workflows.

Orchestrates distributed training for PyTorch, TensorFlow, and HuggingFace models across clusters, supporting hyperparameter tuning and scaling to thousands of nodes.

High-performance NLP tokenization supporting BPE, WordPiece, and Unigram. Integrates with Hugging Face Transformers for research and production.

Provides programmatic access to Ensembl's REST API for genomic data retrieval, including gene, sequence, and variant analysis across multiple species.

Computational materials science toolkit for crystal structure analysis, band structure calculations, and Materials Project integration.

Toolkit for phylogenetic tree manipulation, evolutionary event detection, and visualization using NCBI taxonomy in phylogenomics research.

Automates scientific research workflows from data analysis to LaTeX publication via multiagent AI, supporting methodology development and literature searches.

Offers on-demand and reserved GPU cloud instances for ML training/inference with SSH access, persistent storage, and multi-node clusters.

Queries NHGRI-EBI GWAS Catalog for SNP-trait associations, p-values, and summary statistics to support genetic epidemiology and polygenic risk score analysis.

Accesses NCBI GEO database to search, download, and retrieve gene expression datasets (microarray/RNA-seq) in SOFT/Matrix formats for transcriptomics analysis.

Builds and deploys bioinformatics workflows with Latch SDK, Nextflow/Snakemake integration, and LatchFile/LatchDir data handling.

Provides tools for reinforcement learning development, including PPO training, custom environment creation, and integration with Gymnasium and PettingZoo.