Post Graduate Program in AI & MLJanuary 22, 2022 2022-02-21 8:20
Post Graduate Program in AI & ML
On the completion this program, you will: You will be an expert in AI and ML technologies along with problems solving tactics To solve the problem regarding businesses using AI and ML Learn popular AI and ML technologies such as python, tensor flow, and Keras. Have your hands-on AI and ML technologies to stand in front of the competitive world.
- Python Basics
- Python Functions and Packages
- Working with Data Structures, Arrays, Vectors & Data Frames
- Jupyter Notebook – Installation & function
- Pandas, NumPy, Matplotlib, Seaborn
- Linear Regression
- Multiple Variable Linear Regression
- Logistic Regression
- Naive Bayes Classifiers
- K-NN Classification
- Support Vector Machines
- Decision Trees
- Random Forests
Introduction to Perceptron & Neural Networks Activation and Loss functions Gradient Descent Batch Normalization TensorFlow & Keras for Neural Networks Hyper Parameter Tuning Sequential Models and NLP
- Padding & its mechanisms Forward Propagation & Backpropagation for CNNs
- CNN architectures like AlexNet, VGGNet, InceptionNet & ResNet
- Transfer Learning NLP Basics(Natural Language Processing)
- Introduction to NLP Stop Words Tokenization Stemming and lemmatization Bag of Words Model Word Vectorizer TF-IDF POS Tagging Named Entity Recognition
- Advanced Computer Vision Object Detection YOLO, R-CNN,
- SSD Semantic Segmentation U-Net Face Recognition using Siamese Networks Instance Segmentation Introduction to GANs (Generative adversarial networks)
- Introduction to Reinforcement Learning (RL) RL Framework Component of RL Framework Examples of RL Systems Types of RL Systems Q-learning
- LANGUAGES AND TOOLS- Python ,Python ML library ,Scikit-learn ,NLP library ,NLTK ,Keras, Pandas Numpy ,Scipy, Matplotlib ,TensorFlow
- Descriptive Statistics
- Probability & Conditional Probability
- Hypothesis Testing
- Inferential Statistics
- Probability Distributions
- K-means Clustering
- Hierarchical Clustering
- Dimension Reduction-PCA
- Introduction to Recommendation Systems
- Popularity based model
- Content based RecommendationSystem
- Collaborative Filtering (User similarity & Item similarity)
- Hybrid Models
- RNNs and its mechanisms Vanishing & Exploding gradients in RNNs LSTMs – Long short-term memory GRUs – Gated recurrent unit LSTMs Applications Time series analysis LSTMs with attention mechanism Neural Machine Translation Advanced Language Models: Transformers, BERT, XLNet Computer vision
- How GANs work?
- DCGANs – Deep Convolution GANs
Handwritten Digits Recognition
Lane Line Detection
Spoiler Blocker Extension
Spam Classifier Extension
Optimal Path Specifier Map
Game of Chess AI
Fire Detection and Localization
Website Evaluation Using Opinion Mining
Fake Product Review Monitoring System
Automatic Attendance System
$122K PA Average CTC
$250K Highest CTC
87% Average Salary Hike
What is the PGP in Artificial Intelligence and Machine Learning course from Learn N Lead and what makes it different from individual courses?
The Post Graduate Program in Artificial Intelligence and Machine Study is a carefully crafted learning route built by some of the industry's best specialists. The course curriculum has been structured in such a way that even a total newcomer to Artificial Intelligence and Machine Learning will be able to take the course's progression and properly understand all the course materials. Our world-class instructors will assure that at the end of the course, you will be a master of Artificial Intelligence and Machine Learning.
Can Learn N Lead provide the PGP in Artificial Intelligence and Machine Learningcourse at a location near me??
Our course content is designed to reach students all over the world. Whether you live in India, Canada, the United States, the Philippines, Singapore, Malaysia, Australia, or European countries such as the United Kingdom, Germany, the Netherlands, or Germany, you will be able to access our material 24 hours a day, seven days a week. The reason for this is that all of our content is available entirely online. You may access all of our content from the comfort of your own home or workplace.
Can I ask for a support and doubt clearing session if I want to understand the topics at a deeper level?
Learn N Lead provides query resolution 24 hours a day, seven days a week, and you can register a ticket with a specialized support team at any time. For all inquiries, we offer email and video chat help. If your email query is not resolved within a reasonable amount of time, we will arrange live one-on-one sessions with our world-class professors who will gladly walk you through your doubts. You might be relieved to know that Learn N Lead does not prohibit its students from contacting the instructors even after they have completed the course. They can open as many support tickets as they desire; there is no limit to the number of tickets they can open.
Does Learn N Lead provide any kind of job assistance?
Learn N Lead assists its students by giving placement aid to all students who complete the course and pass all tests, projects, and assignments. We have collaborations with several multinational corporations and other top employers all around the world. You can easily find a job in a variety of amazing organizations and businesses by utilizing our network of contacts. We also provide free lectures and workshops on how to write a CV and prepare for job interviews. We will also hold counseling sessions for career guidance and will participate in career fairs.
Which kind of projects are assigned as part of the training?
Learn N Lead offers its trainees the most current, relevant, and practical high-value projects. They have a lot of real-world value since they are meticulously crafted by our world-class teachers to provide learners with practical and hands-on experience as they complete them. We give you a secure and reliable pathway to putting your skills and knowledge into action in a real-world industrial setting. These projects are included in every Learn N Lead course and will rigorously test your learning, abilities, and practical knowledge, preparing you for industry careers. You will have the opportunity to work on incredibly fascinating and demanding projects in high-tech IT, marketing, sales, e-commerce, insurance, banking, networking, and other industries. After completing the assignments, your skills will be equivalent to 6 months of meticulous and tough industry experience. .
What is the definition of Artificial Intelligence and Machine Learning? What makes it so important?
Machine learning and artificial intelligence are critical components of computer science. They are extremely interconnected and share many characteristics. At its most fundamental, artificial intelligence is a technology that allows machines to simulate human behavior. The primary goal of AI is to create intelligent computer systems capable of solving complicated world issues in a human-like manner. AI is made up of two fundamental components: machine learning and deep learning. AI is a large field with a wide range of applications and scope. AI systems are more focused on maximizing a system's odds of success in solving a problem by employing the science of probability and prediction. Artificial intelligence operates in three stages: learning, reasoning, and self-correction. Humans frequently have to deal with not only structured data but also semi-structured and unstructured data. As a result, any AI system should be completely capable of handling not only structured data but also semi-structured and unstructured data.
Is Artificial Intelligence and Machine Learning expert a good Career choice?
Artificial intelligence and machine learning are in high demand across a wide range of industries, including IT, finance, e-commerce, manufacturing, healthcare, and retail. It is the fastest-growing career on Linkedin, with 20 million positions expected to be created by 2026. As a result, careers in Artificial Intelligence and Machine Learning are extremely profitable. Furthermore, there are relatively few people who have all the necessary skill sets to become a complete Artificial Intelligence and Machine Learning, expert. As a result, there is a significant demand for Artificial Intelligence and Machine Learning expertise but a scarcity of skilled candidates. So Artificial Intelligence and Machine Learning experts can demand as big a salary as they want, and the companies will have to comply with their demands.
What are the skills required to start a job in the field of Artificial Intelligence and Machine Learning?
To gain a job in the field of Artificial Intelligence and Machine Learning, you will need the following talents: testing and iterating skills, knowledge of Python functions, packages, and routines, and knowledge of Python functions, packages, and routines. Mathematical knowledge, Physics knowledge, Mechanics knowledge, cognitive learning theory knowledge, language processing knowledge, critical thinking skills, curiosity, out-of-the-box thinking abilities, technical skills, and signal processing techniques knowledge.
Who is eligible for taking the PGP in Artificial Intelligence and Machine Learning course from Learn N Lead?
Companies seeking to hire Artificial Intelligence and Machine Learning specialists will search for the following degrees:
What are the tools and technologies used to teach this PGP in Artificial Intelligence and Machine Learning course from Learn N Lead?
Pandas, Numpy, Matplotlib, Seaborn, Sci-kit, Anaconda, Jupyter, NLTK, Python, and Keras are some of the libraries available.