Data Science with AI & Machine Learning Mastery

Data Science with AI & Machine Learning Mastery by Metafora Digital Learning one of the best data science institute is a comprehensive 6-month program designed to equip you with the skills to excel in the rapidly evolving fields of data science, artificial intelligence, and machine learning. This course focuses on the practical application of these technologies, allowing you to work with real-world datasets and industry-standard tools.

You will begin with Python and advanced programming techniques, essential for data analysis and manipulation. The course progresses into machine learning and natural language processing, where you’ll explore supervised and unsupervised learning, gradient search, and more. In the deep learning module, you’ll delve into neural networks, computer vision, and speech recognition, with hands-on experience in implementing advanced AI solutions.

Additionally, the course includes business analytics using Power BI, providing you with the skills to visualize and interpret data effectively. You’ll also gain experience with AWS cloud computing, focusing on key services like EC2 and S3, ensuring you are well-versed in deploying scalable AI and ML solutions.

By the end of this course, you will have mastered the tools and techniques needed to analyze complex data, develop intelligent algorithms, and drive business insights. Join Metafora Digital Learning the best data science institute and position yourself at the forefront of data science and AI-driven innovation.

Curriculum:

• Python: PyCharm, Fundamentals, I/O Operations, Flow Controls, Collections
• Learn the basics of Python programming, including setting up PyCharm, handling input/output operations, and using flow controls and collections like lists, tuples, sets, and dictionaries. 
• Functional Programming, Python Libraries, SQL Queries for Data Retrieval & Filtering
• Dive into functional programming concepts, explore essential Python libraries, and learn how to use SQL for retrieving and filtering data from databases.
• Joins and Subqueries in SQL
• Understand advanced SQL techniques, including joining tables and writing subqueries to manage and analyze complex datasets. 
• Machine Learning: Supervised and Unsupervised Learning, sklearn
• Get introduced to machine learning concepts, focusing on supervised and unsupervised learning techniques using the scikit-learn (sklearn) library. 
• Gradient Search, Stochastic Gradient Descent, Backpropagation
• Learn optimization techniques used in machine learning, including gradient search methods, stochastic gradient descent, and backpropagation for training models. 
• NLP (Natural Language Processing)
• Explore natural language processing techniques to analyze and interpret human language data, a crucial skill in AI-driven text analysis. 
• Introduction to OpenCV, Hands-on Practice, OCR
• Get hands-on experience with OpenCV, a powerful tool for computer vision tasks, including Optical Character Recognition (OCR). 
• Neural Networks, YOLO Implementation, Speech Recognition
• Study the fundamentals of neural networks, implement YOLO for object detection, and delve into speech recognition technologies. 
• Advanced Deep Learning and Chatbot Development
• Advance your knowledge in deep learning and learn how to create intelligent chatbots using modern AI techniques. 
• End-to-End ML Project
• Apply all your skills in a comprehensive machine learning project, from data preprocessing to model deployment, simulating real-world challenges. 
• Introduction to Data Visualization, Power BI Overview
• Learn the basics of data visualization and get an overview of Power BI, a powerful tool for creating interactive dashboards and reports.
• Power Query: Data Extraction, Transformation & Cleaning
• Master Power Query for extracting, transforming, and cleaning data, an essential step in preparing data for analysis.
• Power Pivot: DAX Data Modeling, Data Organization, Power View
• Explore data modeling using DAX in Power Pivot, organize your data efficiently, and create visual reports with Power View.