Power Load Forecasting Using Machine Learning (STTP)
Session Highlights:
- Purpose:
- Equip faculty with practical knowledge on building machine learning models for load demand forecasting.
- Emphasize the significance of accurate forecasting in the power industry for improved efficiency and reliability.
- Methodology and Workflow:
- Data Collection and Preprocessing
- Exploratory Data Analysis (EDA) for understanding patterns and correlations
- Feature Engineering for enhanced model accuracy
- Model Selection and Evaluation, focusing on regression-based approaches
- Hyperparameter Tuning for optimizing model performance
- Model Deployment with Flask/Django for integration with utility systems
- Visualization and Reporting for effective presentation of forecasted results
Key Takeaways:
- Practical experience in developing, evaluating, and deploying machine learning models for power load forecasting.
- Understanding of time series forecasting techniques and their applications in the power sector.
- Insight into data visualization and reporting for effective decision-making.
Additional Details
Speakers - Ashish Shetty, Esha Prakash, Cezzane Khan
Organizer
Cinute Digital Pvt. Ltd. (CDPL) is a premier software training institute based in Mira Road, Mumbai. Specializing in Manual and Automation Software Testing, Data Science, and Digital Marketing, CDPL offers both online and on-premise courses designed to bridge the gap between academic education and industry demands. Their curriculum is crafted by industry experts, ensuring students acquire practical skills applicable across various sectors. CDPL’s commitment to quality education is evident through their state-of-the-art training center, which provides hands-on experience with live projects. The institute also offers dedicated placement assistance, helping students secure positions in multinational corporations. With a focus on empowering students and fostering a collaborative learning environment, CDPL stands out as a leader in IT training and certification.
Venue
VIVA Institute of Technology (VIT), established in 2009, is located in Virar, Maharashtra. Affiliated with the University of Mumbai, it offers undergraduate and postgraduate programs in engineering disciplines like Mechanical, Civil, and Computer Science. The institute provides modern infrastructure, well-equipped labs, and a strong focus on practical skills. VIT has a dedicated placement cell, ensuring students secure positions in top companies. Its accessible location makes it a popular choice for students in the Mumbai region.