Our Examples

Generation for Antibody Engineering

Comprehensive antibody engineering workflow using BioLM.ai models. Learn variant binder design methods, including machine learning-based can...

ProteinAntibodyStructureESMGeneration

Introduction

Introduction to the BioLM.ai API and programmatic access to the platform.

ESMFold API

Protein 3D structure prediction. Predict PDBs directly from a protein sequence.

ProteinStructurePredictionESMFolding

ESMFold PDB Generation

Advanced tutorial for generating PDB files using ESMFold with detailed examples.

ProteinStructurePredictionESMFolding

ESM2 API

SOTA general-purpose protein language model. Can be used to predict structure, function and other protein properties directly from individua...

ProteinPredictionESMEmbeddingMlm

Protein Attention Maps with ESM-2

Learn how to extract and visualize protein attention maps using ESM-2 models for understanding protein structure and function.

ProteinPredictionESMEmbeddingMlm

Predict Protein Contact Maps with ESM-2

Use ESM-2 models to predict protein contact maps for understanding protein structure and interactions.

ProteinPredictionESMEmbeddingMlm

ESM2 Embeddings with XGBoost

Learn how to use ESM2 protein embeddings with XGBoost for downstream machine learning tasks.

ProteinPredictionESMEmbeddingMlm

ESM-1v API

Language model specialized for prediction of variant effects. Enables SOTA zero-shot prediction of the functional effects of sequence variat...

EnzymeProteinMaturationESM

ESM-1v Deep Mutational Scan

Perform deep mutational scanning of proteins using ESM-1v to predict the effects of all possible single amino acid substitutions.

EnzymeProteinMaturationESM

ESM-IF1 (Inverse Fold) API

Inverse folding model. Can be used to design sequences for given structures, enabling rational protein design.

ProteinGeneratorESM

ProteInfer API

ProteInfer uses convolutional neural networks for direct prediction of protein functions from amino acid sequences.

ProGen2 API

ProGen2, with models up to 6.4B parameters, is adept at generating viable protein sequences and predicting their fitness. It's utilized in p...

Generation

GPT2 Directed Antibody Generation

Generate antibody sequences using GPT2 models specifically trained for directed antibody design and optimization.

ProteinAntibodyGeneratorGPT2

BioLMTox API

Enhance biosecurity with the BioLMTox classification endpoint for detecting and analyzing toxin sequences.

ProteinSimilarityToxinTokenize

BioLMTox Toxin Similarity

Enhance biosecurity predictions with the BioLMTox embedding endpoint for analyzing toxin sequence similarities.

ProteinSimilarityToxinTokenize

Intrinsic Scoring for Antibody Engineering

Use intrinsic scoring methods to evaluate and optimize antibody sequences for improved binding and therapeutic properties.

AntibodyPredictionGenerationEmbeddingMlm

Structural Scoring for Antibody Engineering

Apply structural scoring techniques to enhance antibody design by evaluating structural properties and stability.

ProteinStructurePredictionESMFolding

Screen 1,000 Peptides Before Lunch

Launch a peptide screening campaign by defining a multi-stage pipeline, predicting stability and solubility in parallel, and narrowing your...

PredictionTransformerEmbedding

Skip Repeated API Calls: Cache and Reuse Predictions Across Screening Runs

Store predictions permanently to easily re-filter, re-rank, or adjust thresholds across campaigns, ensuring seamless pipeline resumption aft...

PredictionTransformerEmbedding

Select a Diverse Peptide Library by Clustering ESM2 Embeddings

Cluster your sequence library using ESM2 embeddings, select diverse representatives, and visualize sequence space to optimize your screening...

ProteinPredictionESMEmbeddingMlm

Run a Screening Campaign Across Multiple Batches Without Repeating Predictions

Effortlessly integrate new sequences into your design pipeline while leveraging cached predictions, optimizing efficiency, and tracking camp...

PredictionTransformerEmbedding

Scan All Single-Point Variants for Thermal Stability and Solubility

Generate a comprehensive single-residue mutant library, predict stability and solubility, and visualize the mutational landscape for informe...

PredictionTransformerEmbedding

Explore Protein Sequence Space: Similarity, Outliers, and Property Landscapes

Explore peptide libraries by finding similar sequences, identifying outliers, and visualizing property landscapes to enhance your research i...

ProteinPredictionESMEmbeddingMlm

Filter Designs by Fold Quality Before Running Stability and Solubility Predictions

Filter your designed library by stability and solubility before investing in structural predictions, ensuring efficient use of resources for...

PredictionTransformerEmbeddingProteinStructure

Downstream For Antibody Engineering

Design and optimize antibodies through a complete workflow, leveraging BioLM.ai models to enhance specificity and efficacy in therapeutic ap...

ProteinAntibodyStructureESMGeneration

Accelerate yourLead generation

BioLM offers tailored AI solutions to meet your experimental needs. We deliver top-tier results with our model-agnostic approach, powered by our highly scalable and real-time GPU-backed APIs and years of experience in biological data modeling, all at a competitive price.

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