Classroom Training
- Empower your career with classroom training led by industry experts at AJR INSTITUTE.
- Don't wait any longer—kickstart your professional journey by enrolling in our Artificial Intelligence Training
Instructor-Led Online Training
- Enroll in our instructor-led live online training and receive recorded videos of each session.
- Don't let distance be a barrier to your professional growth. Artificial Intelligence Training Online!
Syllabus of Artificial Intelligence Training in Chennai
Module 1: Fundamentals of Data Science
- Understanding Data Science
- Introduction to Machine Learning
- Overview of Deep Learning
- Fundamentals of AI
- Types of Data Analytics
Module 2: Python Essentials
- Introduction to Python
- Advantages of Python
- Installing Python
- Python Integrated Development Environments (IDEs)
- Jupyter Notebook Overview
Module 3: Core Python Programming
- Basic Data Types in Python
- Lists in Python
- Slicing Techniques
- Loops in Python
- Working with Dictionaries
- Tuples in Python
- Functions in Python
- Array Selection by Position & Labels
Module 4: Python Libraries and Packages
- Exploring Pandas
- Numpy for Numerical Computing
- Introduction to Sci-kit Learn
- Matplotlib for Data Visualization
Module 5: Data Handling with Python
- Reading CSV Files in Python
- Saving Data in Python
- Loading Python Data Objects
- Writing Data to CSV Files
Module 6: Data Manipulation Techniques
- Selecting Rows/Observations
- Rounding Numbers
- Selecting Columns/Fields
- Merging Data
- Data Aggregation
- Techniques for Data Munging
Module 7: Essentials of Statistics
- Measures of Central Tendency
- Mean
- Median
- Mode
- Skewness
- Normal Distribution
- Probability Fundamentals
- Understanding Probability
- Types of Probability
- ODDS Ratio
- Standard Deviation and Variance
- Data Deviation & Distribution
- Variance
- Managing Bias-variance Trade-off
- Underfitting
- Overfitting
- Distance Metrics
- Euclidean Distance
- Manhattan Distance
- Analyzing Outliers
- Identifying Outliers
- Interquartile Range
- Box & Whisker Plot
- Scatter Plot
- Cook’s Distance
- Handling Missing Values
- Identifying NA Values
- Central Imputation
- KNN Imputation
- Dummification
- Understanding Correlation
- Pearson Correlation
- Positive & Negative Correlation
Module 8: Evaluation Metrics
- Classification Metrics
- Confusion Matrix
- Precision
- Recall
- Specificity
- F1 Score
- Regression Metrics
- Mean Squared Error (MSE)
- Root Mean Squared Error (RMSE)
- Mean Absolute Percentage Error (MAPE)
Module 9: Supervised and Unsupervised Learning
- Linear Regression
- Linear Equation
- Slope Intercept
- R Square Value
- Logistic Regression
- ODDS Ratio
- Probability of Success/Failure
- Bias-variance Tradeoff
- ROC Curve
- Unsupervised Learning Techniques
- K-Means Clustering
- Hierarchical Clustering
- Support Vector Machines (SVM)
- Support Vectors
- Hyperplanes
- Linear Hyperplane
- SVM Kernels
- Linear
- Radial
- Polynomial
- Other Machine Learning Algorithms
- K-Nearest Neighbour
- Naïve Bayes Classifier
- Decision Trees (CART and C50)
- Random Forest
Module 10: Introduction to Artificial Intelligence
- Perceptron
- Multi-Layer Perceptron
- Markov Decision Process
- Logical Agent & First Order Logic
- Applications of AI
Module 11: Deep Learning Fundamentals
- Convolutional Neural Network (CNN)
- Recurrent Neural Network (RNN)
- Artificial Neural Network (ANN)
- Introduction to Natural Language Processing (NLP)
Module 12: NLP and Text Processing
- Text Pre-processing
- Noise Removal
- Lexicon Normalization
- Lemmatization
- Stemming
- Object Standardization
- Text to Features (Feature Engineering)
- Syntactical Parsing
- Dependency Grammar
- Part of Speech Tagging
- Entity Parsing
- Named Entity Recognition
- Topic Modelling
- N-Grams
- TF – IDF
- Frequency / Density Features
- Word Embeddings
- NLP Tasks
- Text Classification
- Text Matching
- Levenshtein Distance
- Phonetic Matching
- Flexible String Matching
Trainer Profile
- AJR Institute's trainers aren't just educators; they are seasoned professionals actively working in leading MNCs. Bringing real-world expertise to the classroom, they guide students through technical and hands-on projects, shaping them into proficient Artificial Intelligence Developers.
- Our dedicated tutors go beyond theoretical learning, ensuring students gain practical, solid, and technical knowledge. Through engaging sessions, they empower learners with the skills demanded by the industry.
- At AJR Institute, we prioritize individual attention. Our trainers invest time in understanding each student's unique needs, providing personalized support for both academic excellence and career aspirations. Your success is our mission.
- Step into the world of real-time software projects! Our tutors believe in learning by doing. Through hands-on training, students don't just understand Artificial Intelligence; they experience it in action, preparing them for the challenges of the professional landscape.
- Beyond technical expertise, our trainers equip students with essential interview tips. From refining resume-building skills to navigating job interviews, we prepare our learners for success in the competitive tech job market.
- Ready to shape your future as a Artificial Intelligence Developer? Connect with us and experience the transformative journey of technical education with hands-on guidance from industry experts.
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Features of Artificial Intelligence Training in Chennai at AJR INSTITUTE
IT Experts as Trainers
At AJR INSTITUTE, receive guidance from industry experts who are passionate about imparting their knowledge to learners.
Realtime Projects
Gain the chance to participate in real-time projects for a profound hands-on experience. Highlight your project expertise to enhance your prospects of securing employment!
Certification
Attain certification from AJR INSTITUTE and prepare to successfully achieve global certifications. AJR INSTITUTE students pursue global certifications, with a 100% success rate.
Budget-Friendly Fees
At AJR INSTITUTE, not only is the course fee budget-friendly, but you also have the flexibility to pay in convenient installments. Our motto is to provide quality training at an affordable price.
Flexible Timing
At AJR INSTITUTE, enjoy unparalleled flexibility. Choose between classroom or online training, opt for early morning or late evenings, decide on weekdays or weekends.
100% Placement Assistance
Our placement training is not a one-size-fits-all approach. We provide personalized career guidance, helping you identify your career goals to find the perfect job fit.