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Our generative models capture the underlying data structure to create realistic samples, ideal for image synthesis, data augmentation, anomaly detection, and data imputation. We use the following key techniques:
• Autoregressive Models
• Variational Autoencoders (VAEs)
• Generative Adversarial Networks (GANs)
• Flow-based Models
• Transformers
AI model fine-tuning adapts pre-trained models to new tasks, datasets, or domains, enhancing performance, speeding up convergence, and optimizing computational resources. We employ the following techniques:
• Architecture Modification
• Hyperparameter Tuning
• Data Augmentation
• Domain Adaptation
• Transfer Learning
Leverage the power of transfer learning in generative AI to develop efficient and effective models across diverse applications and domains. Optimize model development with reusable knowledge and seamlessly enhance performance. Our expertise includes:
• Pre-trained Generative Models
• Feature Extraction
Data collection and annotation are crucial for training high-performance generative AI models. The quality and diversity of your data directly impacts model performance. Our services include:
• Data Collection
• Data Preprocessing
• Image, Text, Audio, and Video Annotation
• Data Augmentation
• Quality Control
Our expertise in Natural Language Processing (NLP) and Text Processing helps businesses enhance efficient communication, sentiment analysis, and content understanding. In the realm of NLP and Text Processing, our proficiency is reflected through:
• Sentiment analysis: LSTMs, Neural Network Transformer
• Machine translation: Rule-Based, Statistical, Neural, or Hybrid Machine Translation
• Speech recognition: HMMs, Deep Neural Networks, N-gram Models, MFCCs, Spectrogram, CTC, Attention Models and Transformers, Seq2Seq
• Named entity recognition: Rule-Based Techniques, HMMs, CRF, SVMs, RNNs, Bidirectional LSTMs, BERT
• Scoring search results: TF-IDF, LSTMs, VSM, ML Models, LTR, BERT
• Recommendations: word2vec, doc2vec, RNN Attention
• Finding vulnerabilities in source code: Encoder-Decoder Seq2Seq, LSTM
• Topic modeling: LDA, Non-negative Matrix Factorization, LSA, HDP, Correlated/Dynamic/Supervised Topic Models
Address biases, cybersecurity threats, and overfitting models with our effective ML solutions. As an established AI/ML development services company, we help businesses choose the right ML models for their specific problems, considering their infrastructure requirements:
• Supervised learning: Linear/Logistic Regression, SVMs, Decision Trees, Random Forests, Neural Networks, GBMs, KNNs, F1 Score/ROC-AUC, MSE/RMSE/MAE
• Unsupervised learning: DBSCAN/Hierarchical/K-Means Clustering, PCA, t-SNE, Autoencoders, Apriori/Eclat, Isolation Forest, One-Class SVM, GANs, SOMs
• Semi-supervised learning: Self/Co-training, Transductive Learning, Label Propagation/Spreading, Graph-based Semi-supervised Learning, Deep Learning
• Reinforcement learning: Q-learning, DQN, REINFORCE, PPO, A2C, SAC, model-based RL, MCTS, multi-agent RL
As leaders in deep learning engineering, our artificial intelligence experts transform your data into actionable insights, driving change and enhancing performance. We support you at every stage, from assessing your data’s suitability for training algorithms to deploying customized models and refining accuracy. Our team specializes in:
• Convolutional neural networks (CNNs)
• Recurrent neural networks (RNNs): LSTMs, GRUs
• Autoencoders
• Generative adversarial networks (GANs)
• Transformer models
• Deep reinforcement learning
"Today's digital businesses face numerous challenges that impede their growth and efficiency. From managing massive amounts of unstructured data to creating customer experiences, the pain points are clear: data overload, lack of customization, and the high costs associated with manual processes. At Coherent Solutions, we harness the power of generative AI to turn these challenges into opportunities for growth.
The value we bring lies in our ability to develop custom generative AI solutions that are not only technologically advanced, but also aligned with our clients' unique business needs. Whether it is automating routine tasks, generating insightful data analytics, or creating customized customer experiences, our generative AI expertise empowers businesses to succeed in a competitive marketplace."
Amify
TECHNOLOGY | ARTIFICIAL INTELLIGENCE
MaxContact
TECHNOLOGY
Virtual Try-On Solution
HEALTHCARE
Our Clients Say It Best
We care about your business, focusing on success and timely delivery. Read what our customers say about our collaboration.
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"Over $2M annual reoccurring revenue from our SaaS platform in just the first year, with a steadily growing user base. After a few years of bootstrapping, we received investment from two entities, one of the largest distribution companies in the US and a highly respected private equity firm. The project management has been extremely impressive, from a deliverability standpoint and communication. The team is a well-oiled machine — extremely efficient."
"The app was successfully deployed, resulting in an increase in the client's sales. Coherent Solutions managed tasks well and did a solid job of responding to the client's needs promptly and staying within the given budget. The partners communicated via virtual meetings, email, and messaging apps."
"They are the best outsourcing firm I’ve ever used. Two of their developers would spend a week with us every 7–8 months to make sure all of our bases were covered. They were very budget-minded, giving us estimates, tracking that we spent, and notifying us is we needed to dial back our spending or were approaching our budget."
"We've developed a measure of sport-specific intellectual ability—we call it the Athletic Intelligence Quotient, or AIQ. We hired Coherent Solutions to revamp our mobile app and our web-based scoring portal. The scoring portal was extremely slow, to the point that it was an issue for our clients and us… We saw them deliver on everything that we set out to accomplish, specifically with speeding up the load times on the scoring database. I was pleased with their initiative, their attitude, and their reaction times."
Product Development
Launching a new product? Benefit from our development services, covering everything from concept to deployment. We ensure seamless AI software development and timely delivery, empowering businesses with innovation.
