AI/ML and Analytics

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:

Our Key Services Summary

Evoke Technologies offers a comprehensive suite of AI/ML and Analytics Services, to serve businesses across various industries:

Computer Vision

Our wide-ranging computer vision services empower machines to comprehend and interpret the visual world effectively. 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, and more.

These tailored capabilities ensure that our clients benefit from a robust and customized approach to harnessing computer vision for enhanced business solutions, with image embedding contributing to a deeper understanding and representation of visual information.

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 state-of-the-art accelerators, including Evoke Data Studio and Evoke TrueML. These cutting-edge tools empower us to amplify the capabilities of machine learning, ensuring our clients benefit from the latest advancements in the field.

Gen AI & 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 GEN AI based HR Help Desks, to addressing IT Help Desk queries, our Gen AI solutions empower organizations with efficient and automated support. We specialize in creating advanced GEN AI applications like Multi-Source Document Search, Entity Value extraction in documents etc. These diverse Gen AI & Text Analytics applications showcase our commitment to harnessing Generative AI for solving complex challenges across different domains.

Evoke’s Handwritten Notes to Text Generation and Gen AI Test Case Generation are testament to our commitment to pushing the boundaries of what’s achievable in Gen AI applications.

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 model drifts, 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 your models not only meet industry standards but also benefit from the latest advancements in cloud-based machine learning services.

Computer Vision

Evoke has successfully developed various cognitive solutions/products
for our clients spread across different industries. We provide
Computer Vision Services in three areas:

Image Detection

Processes the image and detects/locates the objects in it.

  • Face Detection & Recognition, Object tracking, Robotics, Fake image detection, Image labelling, OCR (Extract and translate text from images and videos) are some of the areas where we have worked on.

Image classification

Model is trained to recognize various classes of images.

  • Automated inspection and quality control, medical image and video analysis, emotion analysis, traffic monitoring and congestion detection are some of the use cases in image classification that we have worked on.

Image segmentation

Image segmentation is the process of partitioning a digital image into multiple image segments / image regions / image objects (sets of pixels).

  • Medical image and video analysis, fingerprint recognition, Video Surveillance and Foreground-background separation are some of the clients use cases Evoke has worked on.

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. Our tri-fold offering in Computer Vision Services spans

1. Image Detection: 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. 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

2. Image Classification: 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, leveraging pruning techniques, we sculpt our models to eliminate redundant parameters, enhancing both speed and resource utilization.

These intricately crafted models play a pivotal role in Automated Inspection and Quality Control, offering indispensable support in sectors like manufacturing and healthcare. By analysing medical images and videos, we not only contribute to diagnostic precision but also provide invaluable insights that empower healthcare professionals.

Evoke’s AI consulting services are uniquely tailored to guide businesses in navigating the complexities of adopting these advanced technologies. We understand the importance of not just implementing state-of-the-art models but ensuring that businesses can seamlessly leverage AI for enhanced efficiency, safety, and customer satisfaction. With our comprehensive approach to image classification, incorporating diverse networks and optimization techniques, Evoke remains at the forefront of delivering solutions that transcend industry standards.

3. Image Segmentation At the vanguard of Computer Vision, Image Segmentation undergoes a transformative evolution with state-of-the-art techniques and networks. We deploy cutting-edge approaches, leveraging advanced models such as U-Net, SegNet, Mask R-CNN and DeepLab, to partition digital images into precise segments or regions. This meticulous process allows for the isolation of specific objects or features, resulting in a paradigm shift that holds profound implications for Medical Image and Video Analysis etc.

In addition to our prowess in Medical Image and Video Analysis, Evoke’s expertise in Image Segmentation extends to a myriad of applications. From Fingerprint Recognition to Video Surveillance and Foreground-Background Separation, we navigate the complexities of diverse use cases, showcasing our ability to deliver tailored AI solutions with unparalleled precision.

As a forward-thinking ML services company committed to enterprise data science, Evoke’s Image Segmentation services epitomize our dedication to innovation and excellence in AI software development. By incorporating the latest advancements in segmentation techniques and networks, we stay at the forefront of the rapidly evolving field of Computer Vision.

Our team of AI consultants and data scientists is not content with merely keeping pace; we are anticipatory in our approach. This ensures that our solutions not only meet current client needs but also proactively foresee and address future challenges. Our unwavering commitment guarantees that our partners remain not just current but lead the charge in embracing and leveraging the latest technological advancements in the realm of Image Segmentation and beyond.

Computer Vision

Evoke operates at the forefront of innovation.
We have pioneered transformative cognitive solutions and products
across diverse sectors by integrating cutting-edge technologies,
seamlessly. Our expertise lies in pushing the boundaries of industry
transformation with a specialized focus on the latest advancements
in Computer Vision. Our tri-fold offering in Computer Vision Services spans the following:

1Image Detection

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. 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

2Image Classification

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, leveraging pruning techniques, we sculpt our models to eliminate redundant parameters, enhancing both speed and resource utilization.

These intricately crafted models play a pivotal role in Automated Inspection and Quality Control, offering indispensable support in sectors like manufacturing and healthcare. By analysing medical images and videos, we not only contribute to diagnostic precision but also provide invaluable insights that empower healthcare professionals.

Evoke’s AI consulting services are uniquely tailored to guide businesses in navigating the complexities of adopting these advanced technologies. We understand the importance of not just implementing state-of-the-art models but ensuring that businesses can seamlessly leverage AI for enhanced efficiency, safety, and customer satisfaction. With our comprehensive approach to image classification, incorporating diverse networks and optimization techniques, Evoke remains at the forefront of delivering solutions that transcend industry standards.

3 Image Segmentation

At the vanguard of Computer Vision, Image Segmentation undergoes a transformative evolution with state-of-the-art techniques and networks. We deploy cutting-edge approaches, leveraging advanced models such as U-Net, SegNet, Mask R-CNN and DeepLab, to partition digital images into precise segments or regions. This meticulous process allows for the isolation of specific objects or features, resulting in a paradigm shift that holds profound implications for Medical Image and Video Analysis etc.In addition to our prowess in Medical Image and Video Analysis, Evoke’s expertise in Image Segmentation extends to a myriad of applications. From Fingerprint Recognition to Video Surveillance and Foreground-Background Separation, we navigate the complexities of diverse use cases, showcasing our ability to deliver tailored AI solutions with unparalleled precision.

As a forward-thinking ML services company committed to enterprise data science, Evoke’s Image Segmentation services epitomize our dedication to innovation and excellence in AI software development. By incorporating the latest advancements in segmentation techniques and networks, we stay at the forefront of the rapidly evolving field of Computer Vision.

Our team of AI consultants and data scientists is not content with merely keeping pace; we are anticipatory in our approach. This ensures that our solutions not only meet current client needs but also proactively foresee and address future challenges. Our unwavering commitment guarantees that our partners remain not just current but lead the charge in embracing and leveraging the latest technological advancements in the realm of Image Segmentation and beyond.

Machine Learning

Evoke specializes in delivering tailored
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, meticulously
crafted to cater to industries such as Retail, Banking, Healthcare, Entertainment,
Telecom and Manufacturing etc.

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,

1. 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.

2. Clustering and Association
Our approach to Clustering involves uncovering and grouping similar pieces of information, revealing novel patterns and opportunities. Meanwhile, 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.

3. 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.

Gen AI & Text Analytics

Our Data Scientists have developed various Conversational Chatbots/Agents, Speech to Text based analytics for various clients. 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.

MLOps

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. Our GenAI chatbots/agents are at the forefront of this shift, capable of understanding and engaging in human-like communication, providing intelligent responses, and automating complex customer interactions. We specialize in creating advanced GEN AI applications like Multi-Source Document Search, Entity Value extraction in documents etc. These diverse applications showcase our commitment to harnessing Generative AI for solving complex challenges across different domains. Our expertise extends into developing various Generative AI solutions tailored to meet specific business needs. Evoke’s Handwritten Notes to Text Generation and Gen AI Test Case Generation are testament to our commitment to pushing the boundaries of what’s achievable in Gen AI applications. These GenAI solutions are transforming customer service paradigms across sectors, providing scalable and efficient ways to enhance customer engagement and satisfaction.

Text Analytics:

Our Text Analytics capabilities go far beyond basic processing, our solutions powered by advanced Deep Learning techniques, elevates enterprise data science to new heights. Our advanced Text Analytics paired with Deep Learning, we at Evoke Technologies are redefining the approach to sophisticated textual data analysis. Our suite of ML solutions includes sentiment analysis, intent recognition, and predictive text analytics, designed to extract actionable insights from complex data sources like customer feedback and social media dialogues. This empowers businesses to make informed, empathetic decisions.

By leveraging the predictive power of Text Analytics, Evoke Technologies positions businesses at the forefront of market trends, ensuring they remain one step ahead in a data-driven landscape. Our AI software development is tailored to provide a competitive advantage among AI development companies. Our Text Analytics capabilities go far beyond basic processing. As an esteemed AI development company, our mission is to harness the predictive power of Text Analytics and Deep Learning, offering our clients a competitive edge in a data-centric world.

MLOps

ML Ops is a set of practices that aims to Deploy, Monitor and Maintain machine learning models in production reliably and efficiently. At Evoke, we have done single model / multi model deployment of various machine learning frameworks like Scikit-Learn, Tensorflow, PyTorch, Kearas, XGBoost etc. for various customers. We have used various deployment & monitoring tools like

AWS Sagemaker, Azure ML, MLFLow, Kubeflow, Airflow etc. Evoke MLOps team monitors data drift, model drift, bias drift and feature attribution drift etc. as part of our monitoring process and decides on retraining if necessary. Our MLOps team is conversant in doing monitoring in both On-premise as well as in Cloud environment.

1. Deployment and Integration
Our deployment process is designed for seamless integration with your existing CI/CD pipeline, ensuring that machine learning models are efficiently rolled out for inference and are compatible with various frameworks. This strategic deployment facilitates rapid iteration and robustness of models, enabling consistent performance in a production environment.

2. Model Monitoring
The monitoring phase is critical, focusing on the performance and accuracy of machine learning models in production. Our ML solutions are equipped to detect any data drift, model drift, bias drift, or feature attribution drift. By vigilantly monitoring these factors, we safeguard the model’s predictive power and ensure its decisions are based on the most current and relevant data.

3. Continuous Retraining
To maintain the highest level of model efficacy, our MLOps strategy includes automated retraining pipelines that are triggered as soon as drift is detected. This ensures that models are not only up to date but are also evolving alongside new data, which is crucial for maintaining accuracy and relevance in dynamic market conditions.

Evoke’s MLOps services are agnostic to the deployment environment. Whether your infrastructure is on-premises or cloud-based, with tools like AWS Sage maker, Azure ML, MLFlow, Kubeflow, and Airflow, our team is skilled at ensuring your machine learning models are monitored and maintained to the highest standard.

Data Visualization and Story Telling

1. Tableau
Tableau, the visualization tool of choice for our enterprise data science initiatives, enabling clients to see and understand data with ease. This premier platform offers drag-and-drop simplicity to create interactive and shareable dashboards that highlight hidden insights through visual analytics, solidifying its place as a foundational tool for ML solutions and AI consulting services.

2. QlikView
QlikView stands out in the ML services company ecosystem with its associative engine that uncovers data insights intuitively. It empowers our data analysts with self-service analytics that promote a deeper dive into data, facilitating decision-making with responsive and agile data visualizations critical for robust AI solutions.

3. Microsoft Power BI
Microsoft Power BI brings data to life, offering seamless integration and synthesis for our AI software development. With its comprehensive data modelling capabilities, it serves as a powerful tool for our AI consultants, transforming complex data into actionable intelligence and providing a competitive edge for AI development companies.

4. d3.js
D3.js is the toolkit for creating dynamic and interactive data visualizations in web browsers, utilized by our AI services to craft visual narratives. Its ability to bind arbitrary data to a Document Object Model (DOM), and then apply data-driven transformations to the document, makes it an invaluable resource for innovative AI consulting firms.

Accelerators

We have 2 Accelerators to first 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.

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