Data Science With Machine Learning , Deep Learning & AI

by Pythonsoft Claim Listing

Data Science With Machine Learning , Deep Learning & AI course is offered by Pythonsoft. Pythonsoft is a leading software training institute in India to provide quality training to students. As a training institute, we try to provide strong programming skills to our students.

₹30000

Contact the Institutes

Fill this form

Advertisement

Pythonsoft Logo

img Duration

100 Hours

Course Details

Data Science With Machine Learning , Deep Learning & AI course is offered by Pythonsoft. Pythonsoft is a leading software training institute in India to provide quality training to students. As a training institute, we try to provide strong programming skills to our students. We provide both conceptual and practical-oriented training from very basic to advanced levels.

 

Content:

  • Chapter 1
  • Introduction
  • What is data science
  • What is machine learning?
  • What is Deep learning?
  • Difference between DS and ML and AI and DL
  • Chapter -2
  • Basics of python
  • Installing python
  • Different IDES
  • Variables
  • Data types
  • Loop
  • function
  • module and package
  • object oriented programming
  • python packages numpy,sklearn,matplotlib,pandas
  • Working with ANACONDA
  • Chapter -3
  • Numpy
  • Introduction to Numpy
  • Creating numpy array
  • Attributes of numpy array
  • Advantage of Numpy array over List
  • Mathematical operation on numpy array
  • Different ways to create numpy array
  • Reshaping numpy array
  • Concatenation and splitting operation
  • Trigonometric functions
  • Random sample generation
  • Chapter -4
  • Data analysis with Pandas
  • Pandas series
  • Pandas data frame
  • Reading CSV files
  • Parameters of read_csv()
  • Read excel files
  • Handling missing values
  • categorical data
  • Data cleaning and pre processing
  • Chapter -5
  • Data Visualization
  • Matplotlib
  • Seaborn
  • Chapter-6
  • Regression
  • Linear Regression
  • Multiple linear regression
  • Polynomial Regression
  • Logistic regression
  • Chapter-7
  • Logistic Regression
  • Introduction
  • Logistic function or sigmoid function
  • Types of logistic regression
  • Implementation
  • Chapter-8
  • K-Nearest Neighbors Algorithm
  • How KNN works
  • KNN classifier
  • Confusion Matrix
  • KNN Regressor
  • How to choose k value
  • Chapter -9
  • Naïve Bayes Algorithm
  • Bayes Theorem
  • Types of naïve bayes classifier
  • Bernoulli naïve bayes
  • Gaussian Naïve
  • Multinomial NB
  • Text Processing
  • Chapter -10
  • Decision Tree Algorithm
  • Why to use decision trees?
  • Decision Tree Terminologies
  • How a decision tree works
  • Advantages and disadvantages
  • Chapter -11
  • Random Forest Algorithm
  • What is random forest
  • How random forest works
  • Ensemble learning
  • Bagging and boosting
  • Advantages and disadvantages
  • Chapter -12
  • Support vector machine
  • What is support vector machine?
  • Types of SVM
  • Hyper plane and support vectors
  • How support vector works?
  • Chapter-13
  • Unsupervised Learning
  • What is unsupervised learning
  • Types of unsupervised learning
  • Applications of unsupervised learning
  • K-means clustering
  • Chapter 14
  • Feature engineering and Dimensional Reduction
  • feature extraction
  • feature selection
  • dummy variable and one hot encoding
  • Label encoding and ordinal encoding
  • Feature scaling
  • Hyper parameter tuning
  • dimension reduction (feature reduction)
  • Chapter-15
  • Model selection
  • What is Model Selection?
  • The need for Model Selection
  • Cross-Validation
  • What is Boosting?
  • How Boosting Algorithms work?
  • Types of Boosting Algorithms
  • Chapter -16
  • Time series prediction
  • What is Time Series Analysis?
  • Importance of TSA
  • Components of TSA
  • White Noise
  • AR model
  • MA model
  • ARMA model
  • ARIMA model
  • Chapter -17
  • Neural Network (Deep learning)
  • What is Neural Network
  • What is neuron and how it works
  • How neural network works
  • Perceptron and multi-layer neural network
  • Types of neural networks
  • Implementing ANN using keras
  • CNN(convolution Neural Network )
  • Chapter -18
  • NLP (natural Language processing)
  • Why Natural Language Processing (NLP)
  • Applications of Text Mining
  • Reading, Writing to text and word files
  • Setting the NLTK Environment
  • Accessing the NLTK Corpora
  • Tokenization
  • Frequency Distribution
  • Different Types of Tokenizers
  • Bigrams, Trigrams & Ngrams
  • Stemming
  • Lemmatization
  • Stopwords
  • Chapter-19
  • Project work
  • Bhubaneshwar Branch

    Plot No-MB-63, GGP colony, Bhubaneshwar

Check out more AI (Artificial Intelligence) courses in India

Edu Pristine Logo

Artificial Intelligence

Artificial Intelligence for Financial Services course empowers you to be part of the Al revolution. The course addresses the application of Al technology in the Financial Services industry and does not require any prior knowledge of Al or any technical background.

by Edu Pristine [Claim Listing ]
BI Info Tech Logo

Artificial Inteligence Training

At BI Info Tech, we pride ourselves on being the unrivaled institute for Artificial Intelligence (AI) training in Dehradun, shaping the future of AI professionals since our establishment in 2015.

by BI Info Tech [Claim Listing ]
Shikshaa Simple Learn Logo

Artificial Intelligence

An artificial intelligence (AI) course provides students with a foundation in the theoretical and practical aspects of AI, which is a field of computer science that deals with creating intelligent systems that can perform tasks that typically require human-level intelligence.

by Shikshaa Simple Learn
DigitIndus Technologies Logo

Artificial Intelligence

Artificial Intelligence course is offered by DigitIndus Technologies. Training and internships are the stepping stones that bridge the gap between academic learning and professional employment. They are the keys that unlock the door to real-world experience.

by DigitIndus Technologies [Claim Listing ]
Academy of Data science Logo

Certification Program In Artificial Intelligence (AI)

Certification Program in Artificial Intelligence is offered by Academy of Data Science. Our aim is not only to carry out complex data projects for a multitude of clientele across different fields.

by Academy of Data science [Claim Listing ]

© 2024 coursetakers.com All Rights Reserved. Terms and Conditions of use | Privacy Policy