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Data Science and Machine Learning

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Offered By: GiftAbled Foundation

Course Description:

GiftAbled Foundation introduces an extensive and inclusive ” Data Science and Machine Learning” program aimed at empowering individuals with disabilities— physical impairments (PH) and deafness—with cutting-edge skills in data science and machine learning. This comprehensive training is uniquely designed to create a level playing field, ensuring accessibility and inclusivity for all participants.

Eligibility Criteria :

  • Individuals with disabilities (PH, Deaf)
  • Basic understanding of programming (preferred)
  • People with Disabilities from Technical background (B.Tech / M.Tech / BCA and MCA)

Program Highlights:

This program is meticulously crafted to provide an inclusive learning environment and equip participants with a robust foundation in Data Science and Machine Learning. Key highlights include:

  • Expert guidance from industry practitioners experienced in accessibility-focused data science.
  • Customized learning modules catering to diverse learning needs, including sign language interpretation for the deaf.
  • Extensive practical sessions covering fundamental and advanced concepts in Data Science and Machine Learning.
  • Real-life project-based learning to apply theoretical knowledge in practical scenarios.
  • Innovative teaching methodologies ensuring accessibility and comprehension for all participants.
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Course Structure

Virtual Session ( 120 Hours )

ModuleDescriptionHours
1. Python Basics for Data Science● introduction to Python Programming Language, Variables,
● python Data Types,
● python operators
● python Control Structures
10 Hours
Doubt session & AssessmentConduct module compilation doubt session.
Assessment on Authorized hiring platform
Same As Above
2. Data Handling with Python● Data Structures in Python (Lists, Tuples, Dictionaries).
● Python File Handling.
● Python NumPy Library.
● Python Pandas Library.
15 Hours
Doubt Session & AssessmentConduct module compilation doubt session.
Assessment on Authorized hiring platform.
Same As Above
3. Introduction to Statistics , Measures of Central and Tendency and Dispersion. ● Overview of Statistics, Descriptive vs. Inferential Statistics, Types of Data.
● Mean, Median, Mode, Variance, Standard Deviation, Quartiles.
10 Hours
Doubt Session & AssessmentConduct module compilation doubt session.
Assessment on Authorized hiring platform.
Same As Above
4. Probability Basics and Statistical Inference.● Probability Definitions, Rules of Probability, Probability Distributions.
● Hypothesis Testing, Confidence Intervals, p-values.
5 Hours
Doubt Session & AssessmentConduct module compilation doubt session.
Assessment on Authorized hiring platform.
Same As Above
5. Data Visualization with Python● Matplotlib, Seaborn, Effective Data Visualization Techniques.10 Hours
Doubt Session & AssessmentConduct module compilation doubt Clarification.
Assessment on Authorized Virtual platform.
Same As Above
6. Feature Engineering Fundamentals and Feature creation,Transformation and extraction. ● Introduction to Feature Engineering, Handling Missing Data, Encoding Categorical Variables.
● Scaling, Normalization, Log Transformation, Handling Skewed Data
10 Hours
Doubt session & AssessmentConduct module compilation doubt session.
Assessment on Authorized hiring platform
Same As Above
7. Feature Selection Techniques and Dimensionality Reduction● Statistical Methods (Correlation, Mutual Information), Wrapper Methods (Forward/Backward Selection), Embedded Methods.
● Principal Component Analysis (PCA), Singular Value Decomposition (SVD), t-Distributed Stochastic Neighbor Embedding (t-SNE).
10 Hours
Doubt session & AssessmentConduct module compilation doubt session.
Assessment on Authorized hiring platform
Same As Above
8. Introduction to Machine Learning and Algorithm● Understanding Machine Learning Concepts
● Overview of Different Types of Machine Learning
● Introduction Machine learning algorithms.
5 Hours
Doubt session & AssessmentConduct module compilation doubt session.
Assessment on Authorized hiring platform
Same As Above
9. Supervised Machine Learning Algorithms● Linear Regression
● Logistic Regression
● Decision Trees and Random Forest
● Support Vector Machines (SVM)
15 Hours
Doubt session & AssessmentConduct module compilation doubt session.
Assessment on Authorized hiring platform
Same As Above
10. Unsupervised Learning Algorithms● K-Means Clustering
● Hierarchical Clustering
● Principal Component Analysis (PCA)
8 Hours
Doubt session & AssessmentConduct module compilation doubt session.
Assessment on Authorized hiring platform
Same As Above
11. Ensemble Learning ,Model Evaluation and Hyperparameter Tuning● Bagging (Bootstrap Aggregating)
● Boosting
● Voting Classifiers
● Model Evaluation Metrics
● Hyperparameter Tuning
5 Hours
Project Review and final AssessmentProject Review
Assessment on Authorized Virtual platform.
Same As Above
12. Neural Networks and Deep Learning● Introduction to Neural Networks
● Convolutional Neural Networks (CNN)
● Recurrent Neural Networks (RNN)
5 Hours
Doubt session & AssessmentConduct module compilation doubt session.
Assessment on Authorized hiring platform
Same As Above
13. Deployment Real-world Applications and Capstone Project● Model Deployment
● Real-world Applications
● Capstone Project
12 Hours
Doubt session & AssessmentConduct module compilation doubt session.
Assessment on Authorized hiring platform
Same As Above

Session Breakdown

Offline session ( 80 Hours )

ModuleDescriptionHours
1. Practical Application Labs● Hands-on Coding Sessions in a Physical Lab Environment
● Case Studies and Group Projects
● Problem-solving Exercises
40 Hours
Doubt session & Assessment● Conduct module compilation doubt session
● Assessment on Authorized hiring platform
Same As Above
2. Advanced Topics and Workshops● Specialized Workshops on Advanced Machine Learning Techniques.
● Guest Lectures and Industry Talks.
● Capstone Project Guidance and Support.
40 Hours
Project Review and final Assessment● Project Review
● Assessment on Authorized hiring platform.
Same As Above

Program Features:

  • Expert Trainers from Top Multinational Companies
  • Sign Language Interpreters for Deaf Students
  • Hands-on Practical Sessions
  • Problem-solving Exercises and Quizzes
  • Project-based Learning
  • Collaborative and Inclusive Environment

Course Certification:

Upon successful completion of the program, participants maintaining a minimum attendance of 80% and demonstrating good class performance will receive a certificate from GiftAbled Foundation. This certification validates their expertise in data science and machine learning, a crucial asset for job readiness in the tech industry.

Internship and Job Opportunities:

Additionally, participants showcasing exceptional dedication, aptitude, and performance throughout the program may be considered for internship or job opportunities facilitated by GiftAbled Foundation’s network of partner organizations. This opportunity serves as a rewarding pathway for students to apply their acquired skills in professional environments, furthering their career prospects in the technology industry.

Course Calendar

Pre-entrance & Personal InterviewStart DatePlatform
31st May 20243rd Jun 2024Google Meet

Contact details :

Mobile No : +919493365748 / +917337877164
Email id : trainings@giftabled.org

GiftAbled - fostering inclusion

About Us

GiftAbled is a social enterprise which strives to create an ecosystem of like-minded individuals to collectively build an inclusive society.We aim to empower People with Disabilities across several aspects of their life and support them in living with dignity.

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