Table of Contents

My ongoing journey with the company, iSmile Technologies

Hi, I am Akansha Kaushik. I would like to express a few words of gratitude towards my ongoing journey with the company, iSmile Technologies. I would also like to give a brief introduction about my ongoing project, which is on demand forecast that we use, and process historical sales data to develop an estimate of an expected prognosis of customer demand.

Demand Forecasting provides an estimate of the number of goods and services that will be purchased by its customers in the foreseeable future. Critical business assumptions like turnover and mitigation plans, capacity planning, etc. are dependent on Demand Forecasting.

My teammate and I had quite an experience with this project. I want to appreciate and express my gratitude to our technical team who were our support system all the time. I would like to thank iSmile technologies for giving us this wonderful opportunity and trusting us with the project.

My journey summarized:

  1. The first phase was the cleaning of the dataset, where features were grouped into Object Datatype.
  2. After the initial phase, we would convert the features to an Integer type, EDA, Feature Engineering.  
  3. Next, we would deploy it in Linear Regression, XG Boost Regression model with the help of Grid Search CV for hyper-parameter tuning and check for its accuracy.
  4. As the last stage, we deployed the dataset into Time Series model also. Further, the dataset is being deployed in LSTM model to achieve greater accuracy and precision.

 —- Akansha Kaushik

Liked what you read !

Please leave a Feedback

Leave a Reply

Your email address will not be published. Required fields are marked *

Join the sustainability movement

Is your carbon footprint leaving a heavy mark? Learn how to lighten it! ➡️

Register Now

Calculate Your DataOps ROI with Ease!

Simplify your decision-making process with the DataOps ROI Calculator, optimize your data management and analytics capabilities.

Calculator ROI Now!

Related articles you may would like to read

The Transformative Power of Artificial Intelligence in Healthcare
How To Setup An AI Center of Excellence (COE) With Use Cases And Process 
Proposals

Know the specific resource requirement for completing a specific project with us.

Blog

Keep yourself updated with the latest updates about Cloud technology, our latest offerings, security trends and much more.

Webinar

Gain insights into latest aspects of cloud productivity, security, advanced technologies and more via our Virtual events.

ISmile Technologies delivers business-specific Cloud Solutions and Managed IT Services across all major platforms maximizing your competitive advantage at an unparalleled value.

Request a Consultation