SmartInternz

Certificate of Merit

This is to certify that Mr/Ms. Ranvir Amit Deshmukh (23BAI1472) has successfully completed the course on Machine Learning conducted by SmartBridge in collaboration with Google for Developers from May 19, 2025 to June 30, 2025. During this period, he/she has fulfilled all academic and project work requirements, securing an overall performance score of 92.5 out of 100.

Evaluation Metrics:

Metric	Parameter Name	Weightage	Total Score	Your Score
Quizzes	Quiz - 1	2	8	8
	Quiz - 2	2
	Quiz - 3	2
	Quiz - 4	2
Project Initialization and Planning Phase	Define Problem Statements	3	10	10
	Project Proposal (Proposed Solution)	3
	Initial Project Planning Report	4
Data Collection and Preprocessing Phase	Data Collection Plan & Raw Data Sources Identification Report	2	10	9.5
	Data Quality Report	2
	Data Exploration and Preprocessing Report	6
Model Development Phase	Feature Selection Report	5	15	14
	Model Selection Report	6
	Initial Model Training Code, Model Validation and Evaluation Report	4
Model Optimization and Tuning Phase	Hyperparameter Tuning Documentation	6	10	9
	Performance Metrics Comparison Report	2
	Final Model Selection Justification Report	2
Project Executable Files	Project Executable Files	6	6	6
Project Documentation	Project Documentation	4	4	4
Project Demonstration	Project Demonstration	2	2	2
Attendance	Attendance	5	5	1
Grand Assessment	Grand Assessment	30	30	29
Total			100	92.5