Transforming Your Data into Intelligent Insights
Our AI/ML and Analytics solutions can enhance the performance
of your business. It can reduce your operational costs,
help make informed decisions, and generate
new lines of revenue.
Smart businesses need smarter solutions to stay ahead of their competitors. AI/ML and Analytics applications helps in accelerating successful digital transformations, improving customer services, and up lifting top-line growth. Evoke Technologies has the capabilities to help the organizations in their AI/ML journey.
Evoke’s AI/ML offerings consists of the following key services:
- Computer Vision
- Machine Learning
- GenAI & Text Analytics
- MLOps
Our Key Services Summary
Evoke Technologies offers a comprehensive suite of AI/ML
and Analytics Services, to serve businesses across
various industries
Computer Vision
Evoke’s commitment to the forefront of innovation is reflected in our stellar Computer Vision services. By seamlessly integrating cutting-edge technologies, we’ve pioneered transformative cognitive solutions and products across diverse sectors. As a trailblazing AI services company, our expertise lies in pushing the boundaries of industry transformation, with a specialized focus on the latest advancements in Computer Vision.
Through the processing, analysis, and extraction of valuable insights from visual data, we facilitate businesses in automating tasks that demand visual cognition. As a leading AI services company, Evoke specializes in leveraging state-of-the-art machine learning solutions and advanced AI software development techniques. Our offerings encompass object detection, image classification, image segmentation, image augmentation, image generation, image embedding and more.
Machine Learning
Machine Learning forms the core of our AI/ML service offerings at Evoke. We specialize in crafting ML models designed to glean insights from data, discern intricate patterns, and make informed decisions with minimal human intervention. Our proficiency extends across a diverse range of ML techniques, encompassing both traditional and advanced approaches, including supervised learning, unsupervised learning, and reinforcement learning. These techniques find applications across various sectors, such as finance, healthcare, retail, and more.
As a leading ML services company, we are committed to providing solutions that not only drive efficiency and enhance decision-making but also foster innovation in business practices. In addition to our expertise in traditional ML, we take pride in our accelerators, including Evoke Data Studio, Evoke TrueML and Evoke TrueVision. These cutting-edge accelerators empower us to amplify the capabilities of machine learning, ensuring our clients benefit from the latest advancements in the field.
GenAI & Text Analytics
In tandem with our commitment to traditional ML excellence, we leverage cutting-edge technologies such as Large Language Models (LLM) and Generative AI capabilities. Taking advantage of powerful Graphics Processing Units (GPUs), we create advanced Generative AI solutions that push the boundaries of creative problem-solving. These LLM & GPU-accelerated models enable us to deliver innovative solutions that not only drive efficiency and enhance decision-making but also position our clients at the forefront of technological advancement.
Our expertise extends into developing various Generative AI solutions tailored to meet specific business needs. From developing GenAI based HR Help Desks, to addressing IT Help Desk queries, our GenAI solutions empower organizations with efficient and automated support. We specialize in creating advanced GenAI applications like Multi-Source Document Search, Entity Value extraction in documents, University Student Registration, Test Case Generator, Handwritten Notes to Text Generation etc. These diverse GenAI applications showcase our commitment to harnessing Generative AI for solving complex challenges across different domains.
MLOps
MLOps, an essential facet of our service offerings, is dedicated to the end-to-end management of machine learning models throughout their lifecycle. Evoke excels in orchestrating the seamless transition from model development to deployment and maintenance in production environments. Our MLOps services guarantee the scalability, reliability, and effective integration of ML models into diverse business processes.
At Evoke, our prowess extends beyond conventional MLOps practices. In addition to exemplary model deployment, we specialize in innovative approaches for model performance tuning, ensuring optimal efficiency and accuracy. Our commitment to excellence encompasses both single model and multi-model deployments, where we employ cutting-edge techniques to address data drift, model drift, bias drift, feature attribution drift ensuring sustained relevance and reliability.
Evoke’s MLOps framework goes beyond the ordinary by incorporating advanced model monitoring strategies. We leverage state-of-the-art tools and methodologies to keep a vigilant eye on model performance, enabling timely interventions and enhancements. Our dedication to delivering top-tier MLOps solutions positions us as leaders in the industry, with a focus on pushing the boundaries of what’s achievable in the realm of machine learning operationalization. Leveraging the power of AWS Sage Maker, Azure Machine Learning, MLFlow, and more, we ensure that our customers models are preforming as per the base line matrices or better.
Computer Vision Services
Our tri-fold offering in Computer Vision Services spans the following
Embarking on a journey beyond traditional boundaries, our Image Detection services unlock realms of insight and operational efficiency. Armed with state-of-the-art Computer Vision solution & TruVision Accelerator our adept team excels in pinpointing and locating objects within images in relevant projects. From Face Detection & Recognition to Object Tracking, we tackle intricate challenges like Fake Image Detection, Image Labelling, and OCR. Here, we not only extract but translate text from images and videos, tailoring solutions to the unique needs of our clients. YOLO, Faster RCNN, SSDs, RetinaNet kind of networks are used as part of our services.
At the forefront of our Computer Vision service, Image Segmentation plays a crucial role in transforming how our customers harness visual data analysis. By integrating cutting-edge techniques and networks like U-Net, SegNet, Mask R-CNN, and DeepLab, we excel in accurately partitioning digital images into distinct segments or regions.
This intricate process allows for the precise isolation of specific objects or features, resulting in a significant shift with profound implications for various fields, including Medical Image and Video Analysis. Drawing upon our expertise in Image Segmentation, Evoke empowers customers across diverse domains, ranging from Medical Image and Video Analysis to Fingerprint Recognition to Video Surveillance and Foreground-Background Separation etc.
Evoke not only sets the gold standard but continually pushes the boundaries with models trained using various sophisticated image classification networks. From time-tested architectures like VGG and ResNet to cutting-edge approaches such as EfficientNet and DenseNet, our solutions epitomize versatility in recognizing an extensive array of image classes. This diversity allows us to tailor our models to specific industry nuances, ensuring optimal performance and accuracy. Our commitment to excellence extends beyond model architecture to advanced optimization techniques. Through quantization, we fine-tune our models for efficiency, reducing computational demands without compromising accuracy. Additionally, by leveraging pruning techniques, we sculpt our models to eliminate redundant parameters, enhancing both speed and resource utilization.
Automated inspection and quality control, medical image and video analysis, emotion analysis, traffic monitoring, congestion detection, and various other fields rely on image classification. Our TrueVision Accelerator expedites image processing tasks across these areas by leveraging the framework of the accelerator.
Image Processing and specifically Image classification’s widespread adoption continues to drive innovations and improvements across various domains, making it a cornerstone of modern artificial intelligence systems. Evoke uses its image processing expertise to implement customers’ specific use case needs.
Machine Learning
Evoke specializes in delivering customized Machine Learning solutions that leverage a diverse set of cutting-edge algorithms. Our expertise spans Classification, Regression, Clustering, Association, Anomaly Detection, and Time Series Analysis, carefully crafted to cater to industries such as Retail, Banking, Healthcare, Entertainment, Telecom, and Manufacturing, among others.
Classification and Regression
In the realm of Classification, we utilize advanced algorithms to categorize data into specific groups, enabling businesses to make swift and informed decisions. Regression, on the other hand, empowers us to predict future trends, providing our clients with a competitive advantage by anticipating what lies ahead. For instance, for a manufacturing customer, we used both classification & regression related to their Warranty Claim Processing.
Time Series
Evoke has a proven track record of successfully addressing forecasting challenges using cutting-edge algorithms like Long Short-Term Memory (LSTM), AutoRegressive Integrated Moving Average (ARIMA), Seasonal ARIMA (SARIMA), and Prophet etc. Our expertise in Time Series Analysis has empowered clients to make data-driven decisions by accurately predicting future trends, optimizing resource allocation, and improving overall operational efficiency.
Clustering and Association
Our approach to Clustering involves uncovering and grouping similar pieces of information, revealing novel patterns and opportunities. Association algorithms excel in identifying correlations among products or services that often go hand in hand. This proves invaluable for strategic marketing planning and sales enhancement initiatives.
Anomaly Detection
At Evoke, we embrace Anomaly Detection as a crucial technique for spotting the unusual within datasets. Whether it’s uncovering potential fraud in financial transactions or identifying critical health alerts in the healthcare sector, our use of state-of-the-art anomaly detection algorithms ensures swift and accurate identification of significant outliers.
GenAI & Text Analytics
Our Data Scientists have developed various Conversational Chatbots/Agents for various clients using Generative AI. Starting from entity extraction from unstructured data to sentiment detection, we have developed many Conversational AI & text Analytics solutions using latest NLP and Deep Learning techniques. We also do text analytics after converting the Audio/Speech to text to find out sentiment, pattern in successful/unsuccessful conversation.
GenAI
GenAI epitomizes a monumental shift in artificial intelligence services, revolutionizing the landscape by enabling systems to undertake a diverse array of tasks traditionally requiring human intelligence. Positioned at the forefront of this transformative wave, our GenAI chatbots/agents possess the remarkable ability to comprehend and engage in human-like communication, delivering sharp responses and streamlining complex customer interactions.
Through the simulation of realistic conversations, these GenAI solutions are reshaping customer service paradigms across industries, offering scalable and efficient avenues to enhance customer engagement and satisfaction.
With our expertise in developing advanced GenAI Solutions, we have successfully crafted a myriad of innovative offerings for our clientele, including Entity Extraction from unstructured data, Intelligent Website Chat Bot, HR Policy & Benefits Help Desk, College Admissions AI Assistant, Level 1 – IT Help Desks Bot, Research Document Search Solution, Finance Help Desk and more. The following videos showcase two of our key GenAI solutions.
Text Analytics
Evoke’s Text Analytics services harness the power of Natural Language Processing (NLP) to unlock valuable insights from unstructured text data, empowering our clients with actionable intelligence. Leveraging sophisticated NLP algorithms and techniques, we delve deep into textual content to extract meaning, sentiment, and trends. Our expertise in NLP extends across a range of features, including named entity recognition, sentiment analysis, topic modeling, language translation, and text summarization.
In client engagements, we utilize these features extensively to address diverse business needs. For example, in the realm of customer feedback analysis, we employ sentiment analysis to gauge customer sentiment towards products or services. Similarly, in financial document processing, named entity recognition helps extract key entities such as company names, dates, and financial figures. Additionally, in healthcare applications, we leverage NLP for medical record analysis, extracting patient symptoms, diagnoses, and treatment plans to support clinical decision-making. By leveraging the capabilities of NLP, Evoke provides tailored Text Analytics solutions that drive informed decision-making and unlock hidden insights within textual data for our clients.
MLOps
ML Ops, or Machine Learning Operations, is a strategic framework aimed at deploying, monitoring, and maintaining machine learning models in production with utmost reliability and efficiency. At Evoke, we excel in orchestrating the deployment of both single and multi-model setups across a spectrum of popular machine learning frameworks, including Scikit-Learn, TensorFlow, PyTorch, Keras, and XGBoost, tailored to our clients’ unique requirements. Our proficiency extends to leveraging cutting-edge deployment and monitoring tools such as AWS Sagemaker, Azure ML, MLFlow, Kubeflow, and Airflow.
Within our dedicated MLOps team, we meticulously monitor various metrics including data drift, model drift, bias drift, and feature attribution drift, enabling timely intervention such as model retraining as deemed necessary. Whether in on-premise or cloud environments, our MLOps experts ensure seamless monitoring and maintenance of machine learning models, perpetually upholding performance standards and reliability.
Our deployment process is meticulously crafted to seamlessly integrate with your existing CI/CD pipeline, ensuring efficient rollout of machine learning models for inference while maintaining compatibility across various frameworks. This strategic deployment approach facilitates rapid iteration and enhances the robustness of models, ensuring consistent performance in a production environment.
The monitoring phase is pivotal, focusing on evaluating the performance and accuracy of machine learning models in production. Equipped with advanced monitoring capabilities, our ML solutions diligently detect any signs of data drift, model drift, bias drift, or feature attribution drift. By vigilantly monitoring these factors, we uphold the model’s predictive power and ensure that its decisions are rooted in the most current and relevant data.
To uphold the highest level of model efficacy, our MLOps strategy incorporates automated retraining pipelines that are triggered promptly upon detecting drift. This proactive approach guarantees that models remain up to date and evolve alongside new data, essential for maintaining accuracy and relevance in dynamic market conditions.
Evoke’s MLOps services are platform-agnostic, meaning they seamlessly adapt to any deployment environment. Whether your infrastructure is on-premises or cloud-based, with tools like AWS SageMaker, Azure ML, MLFlow, Kubeflow, and Airflow, our expert team ensures that your machine learning models are vigilantly monitored and meticulously maintained to the highest standards.
Data Visualization and Story Telling
1. Microsoft Power BI
2. Tableau
3. Looker
4. SAP Business Objects
5. d3.js
6. QlikView
Evoke Accelerators
We have three Accelerators to fast-forward the AI/ML
implementations by reducing Data Scientists’ manual work.
Evoke Data Studio
Evoke Data Studio redefines the data exploration preparation and feature engineering. Designed with efficiency and user engagement at its core, this innovative tool leverages automated data structure detection and advanced data cleaning technologies, ensuring your datasets are primed for model consumption with unprecedented speed and accuracy.
The platform comes with a suite of interactive visualizations, transforming complex datasets into captivating, easy-to-understand visuals. Whether you're a data expert or a business professional, Evoke Data Studio's user-friendly interface and customization options make it accessible and adaptable to your specific analytical needs. With features like effortless data cleaning, comprehensive data summaries, and support for popular data formats like CSV and Excel, Evoke Data Studio empowers users to focus on deriving insights and making decisions, rather than getting bogged down by the intricacies of data preparation.
Evoke TrueML
Evoke TrueML offering an automated machine learning service that can tackle a wide array of data science challenges, from Data Exploration Reports and Feature Importance to solving complex problems in Classification, Regression Clustering, and Anomaly Detection. TrueML’s intelligent model selection algorithm ensures that each dataset is matched with the most suitable machine learning model, optimizing for performance and accuracy.
This, combined with its predictive power, allows businesses to not only understand current trends but also to forecast future ones, enabling proactive decision-making. This platform is a testament to our commitment to providing top-tier AI consulting services, making sophisticated machine learning accessible to enterprises of all sizes.
The time efficiency offered by Evoke TrueML is unparalleled, automating repetitive tasks and freeing up data scientists and analysts to concentrate on more strategic aspects of AI software development.
Evoke TrueVision
Evoke TrueVision introduces a new level of automated image processing, seamlessly integrating advanced capabilities for tasks such as Image Classification, which labels entire images to simplify categorization; Object Detection, identifying and locating multiple objects; and Image Segmentation. TrueVision provides extensive customization, enabling users to choose from various deep learning architectures such as ResNet, ImageNet, VGGNet, etc.
This flexibility extends to training settings, with adjustable epoch numbers and train/test splits, allowing for optimization based on specific performance needs. With its user-centric design, TrueVision streamlines the complexities of image processing. It facilitates the deployment of models for direct inference on the platform and accommodates a wide spectrum of image processing techniques.
We provide TrueVision as part of our development toolkit in any image processing projects which fast-forwards the overall implementation.
