What We Do > Data Analytics > Advanced Analytics Services

Advanced Analytics Services

At SGA, we are committed to providing advanced analytics solutions where we take our analytical collaboration to the next level.

Blogs | Rising Significance of Big Data Analytics for Exponential Growth

By employing our advanced analytics solutions, we combine data assets and ML models to design smart AI applications for the future.

SGA's analytics team brings the data operations team data science and ML experts who are proficient in big data and ML tools and frameworks, including Python, R, TensorFlow, Keras, Pytorch, Databricks, Spark, Azure Machine Learning, and Amazon Sagemaker. We develop OCR- and NLP-based ML pipelines using our advanced analytics services to extract valuable insights from unstructured data across core data sources, such as financial data, reports, earnings summaries, and social media platforms.  

Our advanced analytics solutions help us to maximize our client’s ability to make data-driven decisions by building advanced ML models using relevant data in different contexts per our clients’ domains like BFSI, Media and Entertainment, Technology, and Manufacturing. 

marketing analytics consulting firms

What We Offer

  • Classification and regression models using explainable and implementable advanced ML models like XgBoost, LightGBM, and decision trees.
  • NLP tasks such as text classification (multi-label), translation, and topic modeling. 
  • Training state-of-the-art models (BERT-based models, such as Distil Bert and Roberta, and GPT-based models like Latent Dirichlet Allocation) on cloud/on-premises environments, utilizing libraries such as NLTK, Gensim, Spacy, and TensorFlow. 
  • Recommendation systems such as content-based filtering, collaborative filtering, and hybrid algorithms.
  • Time series analysis and forecasting using ARIMA, LSTM, TFT, DeepAR, and other suitable techniques. 
  • Making use of Churn Attrition models to identify the risk of attrition accurately based on past data and profiling them into micro-segments to run promotional campaigns accurately to improve customer retention. 
  • Computer vision tasks, including image classification, object detection, and object tracking. 
  • Training state-of-the-art models (YOLOv5, resnet50, VGG-16, and SORT) utilizing OpenCV, PyTorch, Keras, and TensorFlow.
  • Model deployment on edge devices/cloud/on-premises servers, involving environment setup, containerization, latency testing, multiprocessing, and model optimization. 
  • Model lifecycle management involving experiments tracking, monitoring (KPI drifts), and managing API endpoints on cloud/on-premises environments using MLOps tools (MLFlow, TensorFlow serve, and Kubernetes). 
  • Performing clustering analysis using density-based clustering and hierarchical clustering, with appropriate distance measures. 
  • Network analysis with Markov chains and BFS/A* search techniques.
  • Market survey designing using fractional factorial design and analyzing results of choice-based conjoint/max different surveys using hierarchical Bayesian models to determine individual and group utilities of the options. 
  • We develop credit lifecycle models (application behavior and collection) using explainable and robust ML algorithms like XgBoost and LightGBM. 
  • We design intelligent features using Bureau and other alternative data sources. We bring decades of credit risk management expertise across product lifecycles and geographies. 
  • We help reduce model development and deployment lifecycle to 8–12 weeks. 

Why SGA

Capitalizing on our Expertise

Our predictive analytics solutions enable us to assist our clients in making the right decisions as well as improving their profitability and market share.

Driving Business Objectives

Leverage data science solutions to improve our customer experience, enabling us to deliver the best business results.

Who We Work With

Insights

media and entertainment services

White Papers

Engaging Your Viewers With ‘Context’

The increased consumption of digital media content in the wake of the pandemic has led to the rise of the era of contextual advertisements. A data-driven...

Data Management & Analytics

White Papers

Leveraging Data Analytics in Retail

Retail has undergone digital transformation involving almost every business function. Being multichannel has become a norm as opposed to a differentiating...

COVID Tech Tango

White Papers

The COVID Tech Tango- Sparks Flying but Wheres the Money Headed?

SG Analytics conducted a survey of 200 key IT decision-makers in the US across the Banking and Financial Services, Healthcare, Retail, and TMT sectors to...

We use data to power your brand with the best analytics that you can find.