Why Data Science and AI?
Naresh IT Training Methodology
The NareshIT Advantages
Advantages of FSDS Program by NareshIT
New Upcoming Batches information
| Course | Date | Time (IST) | ZOOM ID |
|---|---|---|---|
| Full Stack Data Science & AI | 25th January | 7:15 AM | Get Link |
| Full Stack Data Science & AI | 27th January | 8:15 AM | Get Link |
| Full Stack Data Science & AI | 3rd February | 7:15 PM | Get Link |
| Full Stack Java Developer | 23rd January | 7:15 PM | Get Link |
| Full Stack Java Developer | 25th January | 7:15 AM | Get Link |
Full Stack Data Science and AI Program Syllabus
Python Programming
- Introduction to Programming Languages
- Python Real-Time IDEs
- Different modes of Python
- First python Program
- Python File Extensions
- Python Data Types
- Command Line Arguments
- Python Operators
- Control Statements
- Strings
- List Data Structure
- Working with Python Arrays
- Python Tuples
- Set Collection
- Dictionary Collection
- Functions
- Python Modules and Packages
- OOPs – Classes & Objects
- Exception Handling & Types of Errors
- Regular Expressions
- Files in Python
- Date & Time Module
- Python Data Base Communications(PDBC)
- Data Analytics Modules
- Python NumPy
- Python Pandas
Machine Learning
- Introduction to Machine Learning
- Exploratory Data Analysis(EDA)
- Supervised Machine Learning (Regression)
- Logistic Regression
- Ordinal Regression
- Naïve Bayes Classifier Algorithm
- Support Vector Machine
- Decision Tree
- K-Nearest Neighbor
- Random Forest
- Bagging and Boosting
- Dimensionality Reduction
- Time Series Analysis
- ARIMA, SARIMA and ARMA
- Clustering
- Hyper Parameter Optimization
- Feature Engineering
- Performance Evaluation
- Flask
R Programming
- Introduction to R
- R Programming Concepts
- Data Manipulation in R
- Data Import Techniques in R
- Exploratory Data Analysis (EDA) using R
- Data Visualization in R
- Package Installation for Database
Deep Learning
- Deep Learning Introduction
- Artificial Neural Network
- Optimization Techniques
- Recurrent Neural Network (RNN)
- Convolution Neural Network (CNN)
- Auto Encoders
- Tensorflow
- OpenCV (Image processing & video Processing)
Natural Language Processing (NLP)
- Basics of Natural Language Processing
- Machine Learning Modeling- Navie Bayies
- Word Net and Synsets
- Transformation Models-BERT
- LSTM model-RNN
- Corpus
- Regular expressions for overpattern
Chotbots
- Basics of Natural Language Processing
- Machine Learning Modeling- Navie Bayies
- Word Net and Synsets
- Transformation Models-BERT
- LSTM model-RNN
- Corpus
- Regular expressions for overpattern
Ploty & Dash
- Basics of Natural Language Processing
- Machine Learning Modeling- Navie Bayies
- Word Net and Synsets
- Transformation Models-BERT
- LSTM model-RNN
- Corpus
- Regular expressions for overpattern
Hadoop & Spark
- Introduction to Big Data and Hadoop
- HIVE
- Map Reduce Concepts
- Apache Spark
- Spark Core Architecture
- Spark Internals and Spark SQL
- Configure Running Platform
- Understanding Spark
- Resilient Distributed Datasets
- Data Frames
- Prepare Data for Modeling
- Introducing the ML Package
- Introducing Delta Lake
Azure Machine Learning
- Workplace for Azure ML Resources
- Classification
- Azure ML Hyper parameter Tuning
- Regression analysis
- Working on regression analysis?
- Clustering
- Recommender System
- Why the recommended method?
Data Visualization using Tableau
- What is Tableau?
- Why Tableau?
- History of Tableau
- Characteristics of Tableau
- Installation Step
- Different version of Tableau
- What is VizQL
- Use of VizQL in Tableau
- Tableau Architecture and its component
Statistics
- Statistics Introduction
- Measure of Center
- Normal Distribution
- Standard Deviation
- Python range()Function: Built-in
- Inferential Statistics
- P-value
- ANOVA
- Chi-Square Test
- ARIMA
- Correlation
Extensive Placement Assistance
What do the Industry Leaders say About us?
NareshIT is doing a great job at bringing data analytics to the rest of the world!
Rehana, General Manager
Naresh IT is doing a great job at bringing data analytics to the rest of the world!
Rehana, General Manager
Naresh IT is doing a great job at bringing data analytics to the rest of the world!
Rehana, General Manager
