AI

Fortira AI Capabilities

Fortira AI Capabilities

At Fortira, we are at the forefront of innovation, leveraging cutting edge Artificial Intelligence (AI) technologies to transform industries and empower businesses. Our AI capabilities span a wide range of domains, ensuring tailored solutions for every unique challenge. Below, we present an overview of our expertise in various AI domains.

Machine Learning

Fortira harnesses the power of Machine Learning to deliver intelligent solutions across industries. From detecting anomalies in power lines using advanced image analysis to classifying patients in healthcare platforms, our supervised learning models like Random Forest and Faster-R CNN ensure precision and efficiency. We empower businesses with actionable insights, driving smarter decisions and enhanced outcomes.
Machine Learning
Agentic AI

Agentic AI

Our Agentic AI systems redefine autonomy by enabling goal oriented and proactive decision-making. For instance, our flood prediction and mitigation system not only forecasts floods but also takes autonomous actions like activating pumps and reallocating resources. This collaboration between AI and human teams ensures minimized damage and optimized resource utilization.

Natural Language Processing

Fortira excels in Natural Language Processing (NLP), transforming unstructured data into meaningful insights. Our solutions include converting surgeons' notes into structured text using speech recognition and Named Entity Recognition (NER). By leveraging domain-specific language models, we enhance efficiency and accuracy in healthcare and other industries.
Natural Language Processing
Computer Vision

Computer Vision

With our expertise in Computer Vision, we bring intelligence to visual data. From intelligent video analytics that prioritize relevant footage to photo stitching solutions for seamless 360-degree views, our applications span construction, logistics, and industrial safety. Fortira’s Computer Vision solutions ensure enhanced monitoring and operational efficiency.

Generative AI and RAG

Fortira leverages Generative AI and Retrieval-Augmented Generation (RAG) to create transformative solutions. From generating multilingual flood advisories to automating compliance workflows, our AI systems combine creativity with precision. By integrating GPT models and retrieval-based systems, we deliver context-aware insights and streamline complex processes.
Generative AI and RAG
Robotics and Automation

Robotics and Automation

Our Robotics and Automation solutions revolutionize industries by integrating AI with advanced robotics. From drone-based power line anomaly detection to medical robots assisting in surgeries, Fortira ensures precision, safety, and efficiency. These innovations empower businesses to achieve unparalleled operational excellence.

AI for Decision Making

Fortira’s AI-driven Decision Support Systems empower stakeholders with actionable insights. Whether it’s managing flood gates on rivers or identifying design flaws in urban infrastructure, our systems provide real-time data and predictive analytics. These tools enable informed decision-making, ensuring optimal resource management and risk mitigation.
AI for Decision Making
Edge AI and IoT Integration

Edge AI and IoT Integration

Fortira integrates Edge AI with IoT to deliver real-time, decentralized intelligence. By combining sensor data with advanced AI models, we enable smart monitoring and control systems. Our solutions ensure seamless integration, reduced latency, and enhanced operational efficiency across industries.

AI Infrastructure and Tools

At Fortira, we provide a robust AI infrastructure equipped with state-of-the-art tools. From scalable cloud platforms to advanced machine learning frameworks, our infrastructure supports the development, deployment, and maintenance of AI applications. This ensures reliability, scalability, and performance for all our solutions.
AI Infrastructure and Tools
AI Research and Innovation

AI Research and Innovation

Innovation is at the heart of Fortira’s AI journey. Our research spans quantum computing algorithms, software defect prediction, and beyond. By collaborating with leading institutions and leveraging futuristic technologies, we stay ahead of the curve, delivering groundbreaking solutions that redefine possibilities.

AI Tech Stack and Capabilities

Generative AI

GPT-3.5 Turbo, GPT-4o, Llama 2, Mistral, Gemini, Langchain, LlamaIndex, LLM finetuning, LORA, QLORA, RLHF, DPO, Multimodal RAG, Ollama, AI Agents (SerpApi, Crew AI) , Prompt Engineering .

Vector Databases

Chroma, FAISS, Pinecone, Weaviate, Lance DB.

Machine learning / Deep Learning

Linear Regression, Logistic Regression, KNN, Decision Tree, Random Forest, Clustering (Kmeans, DBSCAN), SVM, Naïve Bayes, Bagging, XG boost, ANN, CNN, RNN, LSTM, GRU.

Natural Language Processing

BERT, RoBERTa, DistilBERT, T5, BART, Pegasus, Text processing, Word embedding (BOW, Tf-IDf, Word2Vec), Sentence transformers, NER, Transformer fine-tuning, Text Classification, Sentiment Analysis, Topic Modelling, Hugging Face etc.

Tech stack

Python, SQL, Pyspark, Apache Spark, Databricks, Streamlit, Power BI, Tableau, Databricks AutoML.

Packages

NumPy, Pandas, Scikit-learn, Seaborn, Matplotlib, RegEx, SciPy, TensorFlow, Keras, Pytorch, NLTK, Spacy, Gensim, Beautiful Soup etc.

MLOPS

Git, GitHub, CI/CD using GitHub Actions, AWS (SageMaker, EC2, S3, ECR, ECS, EKS), Azure AI, Flask, FastAPI, Docker, Kubernetes, Mlflow, Databricks Data Engineering.