Artificial Intelligence Course in Kolkata

Artificial Intelligence Training in Kolkata

Artificial intelligence is associated with many other technologies which we know like Robotic process automation, AI tutors, AI virtual assistants, and AI as a service for supporting the hardware and software of many applications. Reactive intelligence, limited memory intelligence, understanding mind intelligence, and self-awareness intelligence are the four types of divisions inside artificial intelligence taught during Artificial Intelligence Course in Kolkata.

Reactive intelligence aid for taking decisions, limited memory handle the live data with different situations, mind intelligence understands concepts, and self-awareness is about understanding concepts and own existence. Artificial intelligence course fees in Kolkata is on the higher side as learners are eager to get a premium salary in the software Industry.

We offer the best price with the best syllabus to bridge the gap in learning. Artificial intelligence certification cost in Kolkata is the cost for the dream to join MNC companies as a product manager, data scientist, consultant, and Artificial intelligence Engineer.

Best Artificial Intelligence Course in Kolkata

The admission percentage and the placement percentage after Artificial intelligence training in Kolkata are determined with par numbers in our training institute which shows that more than 90 percent of the students are qualified professionals to enter into the job roles. Talk to our Course advisor regarding Artificial intelligence course details in Kolkata.

If you are searching for the best Artificial intelligence training in Kolkata then we are the inspiration for you. Learn artificial intelligence in Kolkata from our institute to get innovative ideas and continuous growth in the career. Artificial intelligence certification cost in Kolkata from Besant technologies is reasonable for the content which covers the traditional model of supervised and unsupervised learning, statistical techniques, projects, and learning resources, events.

In this Artificial Intelligence Training in Kolkata learners would be involved in the experimentation of algorithms, tools, and frameworks of artificial intelligence to get deeper knowledge into the implementation of artificial intelligence. Scikit-learn, Amazon machine learning, Apache mahout, Microsoft Cognitive toolkit, Tensor Flow and Keras are some of the trending frameworks which use Artificial intelligence.

Artificial Intelligence Course in Kolkata Syllabus

Module 1: Introduction to Data Science (Duration-1hr)

• What is Data Science?
• What is Machine Learning?
• What is Deep Learning?
• What is AI?
• Data Analytics & it’s types

Module 2: Introduction to Python (Duration-1hr)

• What is Python?
• Why Python?
• Installing Python
• Python IDEs
• Jupyter Notebook Overview

Module 3: Python Basics (Duration-5hrs)

• Python Basic Data types
• Lists
• Slicing
• IF statements
• Loops
• Dictionaries
• Tuples
• Functions
• Array
• Selection by position & Labels

Module 4: Python Packages (Duration-2hrs)

• Pandas
• Numpy
• Sci-kit Learn
• Mat-plot library

Module 5: Importing Data (Duration-1hr)

• Reading CSV files
• Saving in Python data
• Loading Python data objects
• Writing data to csv file

Module 6: Manipulating Data (Duration-1hr)

• Selecting rows/observations
• Rounding Number
• Selecting columns/fields
• Merging data
• Data aggregation
• Data munging techniques

Module 7: Statistics Basics (Duration-11hrs)

• Central Tendency
  • Mean
  • Median
  • Mode
  • Skewness
  • Normal Distribution
•  Probability Basics
  • What does mean by probability?
  • Types of Probability
  • ODDS Ratio?
• Standard Deviation
  • Data deviation & distribution
  • Variance
•  Bias variance Trade off
  • Underfitting
  • Overfitting
• Distance metrics
  • Euclidean Distance
  • Manhattan Distance
• Outlier analysis
  • What is an Outlier?
  • Inter Quartile Range
  • Box & whisker plot
  • Upper Whisker
  • Lower Whisker
  • Scatter plot
  • Cook’s Distance
• Missing Value treatment
  • What is a NA?
  • Central Imputation
  • KNN imputation
  • Dummification
• Correlation
  • Pearson correlation
  • ositive & Negative correlation

Module 8: Error Metrics (Duration-3hrs)

• Classification
  • Confusion Matrix
  • Precision
  • Recall
  • Specificity
  • F1 Score
• Regression
  • MSE
  • RMSE
  • MAPE

Module 9: Machine Learning

Supervised Learning (Duration-6hrs)

• Linear Regression
  • Linear Equation
  • Slope
  • Intercept
  • R square value
• Logistic regression
  • ODDS ratio
  • Probability of success
  • Probability of failure Bias Variance Tradeoff
  • ROC curve
  • Bias Variance Tradeoff

Unsupervised Learning (Duration-4hrs)

• K-Means
• K-Means ++
• Hierarchical Clustering

SVM (Duration-2hrs)

• Support Vectors
• Hyperplanes
• 2-D Case
• Linear Hyperplane

SVM Kernal (Duration-2hrs)

• Linear
• Radial
• polynomial

Other Machine Learning algorithms (Duration-10hrs)

• K – Nearest Neighbour
• Naïve Bayes Classifier
• Decision Tree – CART
• Decision Tree – C50
• Random Forest

Module 10: ARTIFICIAL INTELLIGENCE

AI Introduction (Duration-9hrs)

• Perceptron
• Multi-Layer perceptron
• Markov Decision Process
• Logical Agent & First Order Logic
• AL Applications

Module 11:  Deep Learning Algorithms (Duration-10hrs)

CNN – Convolutional Neural Network
RNN – Recurrent Neural Network
ANN – Artificial Neural Network

Introduction to NLP (Duration-5hrs)

• Text Pre-processing
• Noise Removal
• Lexicon Normalization
• Lemmatization
• Stemming
• Object Standardization

Text to Features (Feature Engineering) (Duration-5hrs)

• Syntactical Parsing
• Dependency Grammar
• Part of Speech Tagging
• Entity Parsing
• Named Entity Recognition
• Topic Modelling
• N-Grams
• TF – IDF
• Frequency / Density Features
• Word Embedding’s

Tasks of NLP (Duration-2hrs)

• Text Classification
• Text Matching
• Levenshtein Distance
• Phonetic Matching
• Flexible String Matching

Upcoming Batch Schedule for Artificial Intelligence Training in Kolkata

Besant Technologies provides flexible timings to all our students. Here is the Artificial Intelligence Training in Kolkata Batch Schedule in our branches. If this schedule doesn’t match please let us know. We will try to arrange appropriate timings based on your flexible timings.

• 25-11-2024 Mon (Mon - Fri)Weekdays Batch 08:00 AM (IST)(Class 1Hr - 1:30Hrs) / Per Session Get Fees
• 21-11-2024 Thu (Mon - Fri)Weekdays Batch 08:00 AM (IST)(Class 1Hr - 1:30Hrs) / Per Session Get Fees
• 23-11-2024 Sat (Sat - Sun)Weekend Batch 11:00 AM (IST) (Class 3Hrs) / Per Session Get Fees

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Trainer profile of Artificial Intelligence Training in Kolkata

About Artificial Intelligence Trainer

My name is Venkat Reddy. I have 10 plus years of experience in predictive modeling, data mining, machine learning, data science, data visualization, big data, Azure machine learning, and data mining. I have used my skills for revenue forecasting, credit risk analysis, social media analysis, and marketing. I work as one of a trainer at Besant technologies for an Artificial intelligence course in Kolkata and love to share my knowledge to create professionals which the IT industry needs.

Artificial Intelligence Project

Project 1: Create financial advisor chatbot with a website

In this project patters of data related to the stock market, tax guidelines and corporate news are given to the system. Machine learning, neural network, and quantitative analysis aid for analyzing the unstructured data and real-time patters with financial markets. Artificial intelligence is used to create robot advisors with websites for analyzing the stock market or tax-related issues. This helps in making money and reducing tax losses. The algorithm will analyze the data points of 35,000 financial institutions using natural language processing. The website chatbots create a conversational website with live chat and personalized experience.

Project 2: Create a mobile app with travel recommendations

Travel Mobile app is developed with the data input of flight prices, hotel addresses, and hotel rental details during Artificial Intelligence Certification in Kolkata. Based on the theme or plan the robot will provide advice related to travel. By using the data related to user activity and search experience of the user the app suggests the recommendations to the user. Natural language processing, deep learning, machine learning, big data analysis, and marketing are some of the skills used in this project.

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