IIT Guwahati - Professional Certificate in Applied AI and Machine Learning
- Offered bySimplilearn
- Private Institute
- Estd. 2010
Professional Certificate in Applied AI and Machine Learning at Simplilearn Overview
Duration | 6 months |
Start from | 15th Mar'25 |
Total fee | ₹69,991 |
Mode of learning | Online |
Official Website | Go to Website  |
Credential | Certificate |
Professional Certificate in Applied AI and Machine Learning at Simplilearn Highlights
- Earn a certificate from E&ICT Academy, IITG
- Fee payment can be done in installments
- Executive Alumni Status from E&ICT Academy, IITG
- Get practical exposure via 145+ exercises & 13 projects with seamless access to integrated labs
- Participate in interactive live-virtual masterclasses delivered by esteemed IIT Guwahati faculty
Professional Certificate in Applied AI and Machine Learning at Simplilearn Course details
This program is designed for professionals from various backgrounds and industries who are eager to enhance their skills in generative AI and machine learning
By bringing together individuals from different fields, the program fosters a dynamic learning environment enriched by diverse perspectives
It is ideally suited for, but not limited to, individuals pursuing or currently employed in the following roles:
IT
Software Engineering
Consulting
Analysis
Development
Product Management
AI and ML
Proficiency in Python programming and data manipulation with NumPy and Pandas.
Expertise in data visualization using Matplotlib, Seaborn, Plotly, and Bokeh
Mastery of supervised and unsupervised learning methods, including regression, classification, clustering, and ensemble techniques
Skills in building and optimizing deep neural networks with TensorFlow and Keras, and applying transformer models for NLP
Ability to build deep learning models for speech recognition and apply NLP models like BERT and GPT
This comprehensive program covers essential AI and ML topics, from foundational Python programming to advanced concepts in data science, machine learning, deep learning, NLP, and speech recognition
Through hands-on projects with integrated labs and expert-led instruction, you will gain the skills needed to solve real-world problems
Professional Certificate in Applied AI and Machine Learning at Simplilearn Curriculum
IG AIML: Program Induction
IG AIML: Programming Refresher
Comprehensive grasp of procedural and OOP concepts
Installation of Python and IDE
Mastery in utilizing Jupyter Notebook
Implementation of identifiers, indentations, and comments
Identification of Python data types and operators
Understanding different types of Python loops
Exploration of variable scope within functions
Explanation and understanding of OOP characteristics
IG AIML: Applied Data Science with Python
Introduction to data science and its practical applications
Grasp the essentials of NumPy
Investigation into array indexing and slicing techniques
Application of linear algebra principles in data analysis
Calculation of central tendency and dispersion measures
Explanation of null and alternative hypotheses
Exploration of various hypothesis testing methods including Z-test and T-test
Understanding the concept of ANOVA (Analysis of Variance)
Utilization of Pandas for data loading, indexing, reindexing, and merging
IG AIML: Machine Learning
Investigate the machine learning pipeline
Learn about supervised learning and its applications
Understand methods to identify and prevent overfitting and underfitting
Visualize variable linearity using correlation maps
Explore classification algorithms and their practical usage
Master various unsupervised learning techniques
Recognize suitable scenarios for unsupervised algorithms and types of clustering
Develop a recommendation engine using PyTorch
IG AIML: Deep Learning Specialization
Learn about distinctions between deep learning and machine learning
Understand neural networks, including forward and backward propagation
Utilize TensorFlow 2 and Keras for model deployment
Enhance model performance and interpret results effectively
Explore convolutional neural networks (CNNs) and transfer learning for object detection
Learn about recurrent neural networks (RNNs) and autoencoders
IG AIML: Essentials of Generative AI, Prompt Engineering & ChatGPT
Cutting-edge knowledge: Explore generative AI, prompt engineering, and ChatGPT
Hands-on skills: Gain practical insights into real-world business applications
Effective GenAI utilization: Learn to apply Generative AI effectively in various scenarios
Master prompt engineering: Understand its importance in crafting customized outputs
IG AIML: Capstone
This will enable you to apply your newly acquired skills. With guidance from mentors, you will build confidence to tackle real-industry challenges. This project not only signifies the peak of your learning journey but also serves as an opportunity to showcase your capabilities to potential employers in a real-world setting.
Electives:
IG AIML: NLP and Speech Recognition
Explore machine learning algorithms for natural language processing
Focus on comprehension, feature design, and generation
Learn automated speech recognition and conversion techniques
Develop voice assistance tools, including Alexa skills creation
Emphasize practical application and implementation
IG AIML: Academic Masterclass
Attend an online interactive masterclass delivered by IIT Guwahati faculty
Gain insights about advancements in technology and techniques in AI and machine learning
Enhance your knowledge to stay at the forefront of innovation in the constantly evolving landscape of technology
Professional Certificate in Applied AI and Machine Learning at Simplilearn Entry Requirements
A bachelor’s degree with an average of 50% or higher marks
Basic understanding of mathematics and programming concepts
Preferably, 2+ years of formal work experience
Professional Certificate in Applied AI and Machine Learning at Simplilearn Admission Process
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Professional Certificate in Applied AI and Machine Learning