Neural Network , NLP
Neural Network, NLP
Requirements : Age 12+
Duration : 32 hours ( 4 Months )
What is this Course ?
Neural networks reflect the behavior of the human brain, allowing computer programs to recognize patterns and solve common problems in the fields of AI, machine learning, and deep learning.
Natural Language Processing, or NLP for short, is broadly defined as the automatic manipulation of natural language, like speech and text, by software.The study of natural language processing has been around for more than 50 years and grew out of the field of linguistics with the rise of computers.
Why this Course ?
1. The concept of algorithms helps approach problems with simple step by step solutions.
2.Learning AI and ML help kids to think creatively, reason with and have a solution-oriented mindset which is important at any age. Young children have high learning capabilities which is why they are taught discipline, etiquettes and other social skills at such an age. Thus, it is sensible to also inculcate problem-solving skills which will grow and take shape with their age; also fuels ambitions and makes them self-directed.
3.AI and machine learning will be used a lot more in the future and will be integrated into many common systems.
Skills Acquired
1.Learning artificial intelligence helps kids develop thinking ability and encourages creativity.
2.Introducing the concept of artificial intelligence in kids development will teach them new strategies to overcome a problem.
3.AI for kids helps to boost emotional intelligence.
4.Artificial intelligence for kids increases their mental ability and skills.
5.As mentioned earlier, the jobs in the future would be AI based. So to secure stable employment opportunities, kids will need the knowledge of artificial intelligence.
6.In most households, kids study because of the parental pressure on them. Only a few kids study or learn something of their own choice. But by learning ai, they will become curious. The curiosity will push them towards self-learning.
7.While learning to code, kids learn to look at the same problem in multiple ways. Then they code with the most accurate solution to the problem. So they learn to find the ideal solution to every life problem too.
8.Coding requires patience. So making a program of artificial intelligence during kids development will teach them to keep patience under stress.
9.Developing artificial intelligence requires teamwork. It helps kids become a team player. It also develops leadership qualities.
10.There is a lot to learn in coding. Also, it always gets updated with time. So your kid will be engaged and interested in learning continuously.
Syllabus
Text Mining Using NLTK :
Getting Started with Python’s NLTK
Tokenizing
Filtering Stop Words
Stemming
Tagging Parts of Speech
Lemmatizing
Chunking
Getting text to Analyze
Using Named Entity Recognition(NER)
How Speech Recognition Works
Working with Python Speech Recognition Package
Installing Speech Recognition
The Recognizer Class
Working with Audio Files
Working with Microphones
Classification of Text :
Text Classification
Identifying Features From Text
Naïve Bayes Classifiers
Naïve Bayes Variations
Support Vector Machines
Learning Text Classifiers in Python
Case Study-Sentiment Analysis
Topic Modelling :
Semantic Text Similarity
Topic Modelling
Generative Models and LDA
Information Extraction
Build a chatbot using NLTK in python :
Building a Simple Chatbot using NLTK
Library in Python
Intro on Chatbot
Types of Chatbots- Rule based Chatbots,
Self-learning Chatbots
Chatbot using Python
Chatbot using Python and NLTK
Neural Networks
How a Neural Network Works
How to Design a Neural Network
How to Train a Neural Network
Implement Neural Networks in a project
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