Top 6 Machine Learning Courses in Bangalore
These Top 6 Machine learning courses in Bangalore are for students and professionals who possess a keen interest in Data Science and Artificial intelligence. Are you from Bangalore? Then check out these Machine learning courses in Bangalore. Machine learning (ML) is emerging as a good career path across the globe. From self-driven cars to metaverse and a lot more. They allow the software to improve its accuracy in anticipating outcomes without having to program it directly. These online and offline Machine Learning courses in Bangalore are power-packed to make you a Machine Learning expert.
Machine learning (ML) is the understanding of computer algorithms that can learn and develop on their own with experience and data. It is considered to be a part/application of (AI )artificial intelligence. It is used to solve business problems. Machine learning is also an essential skill to be developed in order to upscale your career path.
The mechanism by which the AI system performs its objective, in general predicting output values from given input data, is known as a machine learning algorithm. Algorithms for machine learning (ML) are classified as either supervised or unsupervised. Machine learning software refers to any specialized tool used for artificial intelligence, data-driven self-iteration, unsupervised learning, and other ML classifiers. Machine learning is used in a lot of work applications nowadays, such as email filtering and computer vision.
Steps involved in developing machine learning applications:
- Problem framing.
- Collecting data
- cleaning the data.
- Prepare data for ML application.
- Feature engineering.
- Training a model.
- Evaluating and improving model accuracy.
- Serving with a model in production.
Its purpose and application are to create new and/or use current algorithms to learn from data to create generalizable models that make accurate predictions or to detect patterns, especially with new and previously unexplored data. There are three aspects to machine learning:
- The computing algorithm – is used to make decisions.
- The variables and qualities that go into making a choice.
- The answer is known for base knowledge, which enables (trains) the system to learn.
In the past four years, jobs in AI and machine learning have increased by about 75 percent. And is expected to rise in the coming future. Pursuing a job in machine learning is a great way to get a high-paying job that will be in demand for decades. So, individuals, professionals, and students are taking a keen interest in upgrading their skill set by taking up Machine learning courses in Bangalore.
Here are the top 6 machine learning courses in Bangalore.
1. Certisured- Bangalore
This institute provides the best Machine Learning courses in Bangalore. They have well-established trainers and structured courses to help students become experts in Machine Learning.
Course Name: Machine Learning Engineer
Course Details:
- Introduction to python- why Python?
- Installing the IDE’s and related libraries.
- Python hands-on
- Running python scripts
- Data Visualization with MatplotLib & Seaborn
- Introduction to Numpy
- Introduction to Pandas
- Advanced Pandas – A practical approach
- Mean, Median, Mode using python
- Understanding Standard Deviation and Variance
- Probability Density function
- Common data distribution
- PDF and PMF
- Percentiles and Moments.
- Central Limit Theorem
- Probability mass function
- Introduction to Descriptive and Inferential Statistics.
- Hands-On Activity Covariance and Correlation
- Introduction to Probability
- Problems on Conditional Probability
- Solution Conditional Probability
- Baye’s Theorem
- Supervised vs. Unsupervised Learning, and Train/Test
- Linear Regression
- Polynomial Regression
- Multiple Linear Regression
- Logistic Regression with a hands-on activity
- Preventing Over-fitting of a Hypothesis
- Bayesian Methods
- Spam Classifier
- K-Means Clustering
- Measuring the chaos in data: Entropy
- Decision Trees
- Random Forest
- Project: Apply Decision Trees concepts
- Ensemble Learning
- Data preprocessing
- Bias Variance Tradeoff
- Cleaning and Normalization
- Hands-On Activity Cleaning weblog data
- Normalizing numerical data
- Hands-On Activity Detecting outliers
- Feature Engineering
- Meditations on reference systems
- linear algebra
- Support Vector Machines(SVM)
- Project: Apply SVM concepts using Scikit
- Principal Component Analysis(PCA) and Dimensionality Reduction
- PCA example
- Data Warehousing: ETL and ELT concepts
- User-Based Collaborative Filtering
- Item-Based Collaborative Filtering
- Project: Finding Similar Movies
- Improving the Results of Movie Similarities
- Project: Movie Recommendations Engine
- Improve the recommenders’ results
- Spark and RDD
- Exercise Decision Trees in Spark
- K-Means Clustering in Spark
- TF -IDF: Term frequency and Inverse
- Searching documents with Spark
- Neural Network Game
- Deep Learning concepts
- playground
- Tensor Flow
- Keras
- Convolution Neural Networks(CNNs)
- CNN for pattern recognition in handwriting recognition
- Recurrent Neural Networks(RNN)
- Natural Language Processing
- Sentiment Analysis.
- AB Testing
- T-Tests and P-Values.
- Hands-on With T-Tests
- K-Means Clustering in Spark
- When to stop an Experiment
- AB Testing Summary
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2. Learnbay -Bangalore
This institute provides one of the top 6 Machine Learning courses in Bangalore. The mentors here are extremely talented and focused. They train students to become job-ready. Their course syllabus is well packed- theory and practical applications.
Course Name: Advanced AI & ML Certification Program For Top Product-based MNC And Start-up.
Course Fee: 79000 INR
Course Duration: 9 months
Course Details:
- Programming Basics &Environment Setup
- Python Programming Overview
- Strings, Decisions, and Loop
Control - Python Data Types
- File I/O
- Exceptional Handling
- Regular Expression
- Data Visualisation using Python:
Matplotlib and Seaborn - Fundamentals of Math and
Probability - Descriptive Statistics
- Inferential Statistics
- Hypothesis Testing
- Data Processing & Exploratory
Data Analysis - Introduction To Machine Learning
- Linear Regression
Logistic Regression
Natural language Processing - Deep Learning
- Tensor Flow
- Introduction to Tensor Flow
- Introduction to NLP & Text Analytics
- Distance Algorithms used in Text Analytics
- Information Retrieval Systems
- Introduction to Computer Vision
- Introduction to Computer Vision
- Project On Computer Vision and OpenCV
- Introduction To GCP Cloud ML Engine
- Deploying Machine Learning Model
- Introduction Reinforcement Learning
- Open AI Gym and Basic RL Techniques
- Approximation Methods for Reinforcement Learning
- Deep Q-Learning Intro
- Real-time industry projects.
Course Highlights:
- Elective Specialization in a Domain
- 15+ AI and Machine Learning Real-Time Projects
- AI modules ranging from the fundamentals to the most advanced
- Job Referrals You Can Count On
- Non-programmers have their own classes.
- Online training with a live professor
- Flexible 1.5-Year Subscription
3. NearLearn – Bangalore
This institute provides the best Machine Learning Courses in Bangalore. They have various data science courses that help students achieve quality learning.
Course Name: Machine Learning with Python Online Training
Course Fee: 20000 INR + GST
Course Duration: 10 Weeks
Course Details:
- Introduction to data science
- artificial intelligence AI – Basic Introduction.
- Data science & its importance
- Key Elements of Data Science
- Data Warehousing
- Business Intelligence
- Data Visualization
- Data Mining
- Machine Learning
- Artificial Intelligence
- Cloud Computing
- Big Data
- Artificial Intelligence
- Artificial intelligence (AI) – the importance
- Artificial Intelligence vs Machine Learning
- Introduction to machine learning
- What is Machine Learning?
- How machines learn
- Supervised
- Semi-supervised
- Unsupervised
- Reinforcement
- Classification and Regression
- Creating your first Prediction Model
- Training & Model evaluation
- Clustering algorithms
- Choosing Machine Learning algorithm
- Back to basics (maths with statistics)
- basic intermediate maths
- Linear Algebra (Vectors, Matrix, Eigen Values)
- Probability and Statistics
- Hypothesis testing
- Optimization
- Python for data science
- basics of Python
- Python Object and Data Structure
- Python Comparison Operators
- Python Statements
- Methods and Functions
- Milestone Project – 1
- Object-Oriented Programming
- Modules and Packages
- Errors and Exception Handling
- Milestone Project – 2
- Built-in Functions
- Python Decorators
- Python Generators
- Final Capstone Python Project
- Advanced Python Modules
- Advanced Python Objects and Data Structures
- Advanced OOP
- Parallel Processing
- Data processing for machine learning
- Data Collection & Preparation
- Data Mugging
- Outlier Analysis
- Missing value treatment
- Feature Engineering
- Data Transformation
- Normalization vs Standardization
- Creating Dummies
- Dimensionality Reduction
- Principal Component Analysis
- Advanced machine learning algorithms
- Case study and projects
- Assignments
4. LearnDigital – Bangalore
This institute provides the best Machine Learning courses in Bangalore. The courses are designed for students’ understanding and learning. They have practical case studies that help students understand the real problems faced in projects.
Course Name: Best Machine Learning Course
Course Duration: 100 hours
Course Details:
- Mathematics for machine learning
- Machine learning
- Natural language processing
- Time series analysis
- Reinforcement learning
- Artificial neural networks
- Data Science
- Machine Learning
- Natural Language Processing
- Time Series Analysis
- Time Series Analysis
- Reinforcement Learning
- Deep Learning
- Statistical Analysis
Course Highlights:
- Project and use-cases derived from businesses.
- 100% Placement assistance.
- training programs for IT and Non-IT professionals
- access to the LMS
- Access Missed classes
- Flexible online training sessions
- Free Technical Support.
- Extensive Coverage
- Hands-On Programming in Class
- Regular Assignments and Tests.
- Capstone Projects on different domains
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5. Corpnce Technologies Pvt. Ltd.
This institute provides the best Machine Learning courses In Bangalore. This institute is known for its Machine learning course. They have a very well-structured long-term course.
Course Name: Complete machine learning course in Bangalore
Course Fee: 95000 INR
Course Duration: 7-8 Months
Course Details:
- Intro to Data Science & Python
- Statistics
- Intro to Big Data tools
- Exploratory Data
- Probabilities
- Visualization Tools – Python & Tableau
- Advanced Machine Learning with Optimization
- Scalable AI
- Frequentist
- Intro to Deep Learning & ANN
- Computer Vision – CNN
- Concepts of NLP – RNN
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6. Evarcity -Bangalore
This institute provides one of the top 6 Machine Learning courses in Bangalore. The coaches are well trained and experienced in their respective fields. Evarcity training institutes provide short-term and long-term courses.
Course Name: Machine Learning Courses
Course Duration: 12 Weekends
Course Details:
- Introduction to Machine Learning
- Motivation
- The Classification Problem
- Representation of World
- Visualization
- Unsupervised Learning
- Data preparation
- Supervised Learning
- Simple Linear Algorithms
- Linear non-separability
- Algorithms
- Decision Trees
- Training, Validation, and Testing
- Support Vector Machines
- Introduction to Deep Learning
- Introduction to DL and Toolchain
- Gradient Descent and Backpropagation
- MLP as a classifier
- Convolutional Neural Networks
- Recurrent Neural Networks
- Certification
- Learn from world-class professors and seasoned industry experts.
- Apply principles in industry-relevant assignments.
- Apply principles in industry-relevant projects to reinforce learning.
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FAQ (Frequently Asked Questions)
- What are the possible job opportunities after completion of Machine learning certification?
Here is a list of job profiles that come under this domain.
- Business Intelligence Developer
- Data Architect
- Applications Architect
- Industry Architect
- Enterprise Architect
- Data Scientist
- Data Analyst
- Data Engineer
- What are the possible examples of Machine Learning and also the types?
Machine learning algorithms are divided into four categories: supervised, semi-supervised, unsupervised, and reinforcement.
Here are the examples of ML :
- Image recognition.
- Speech recognition.
- Medical diagnosis.
- Statistical arbitrage.
- Predictive analytics.
- Is Machine Learning a good career choice in India in 2022?
In the last four years, the function of AI/MI specialists has grown at a rate of 74 percent every year. The moment is right to pursue a career in machine learning and artificial intelligence. Machine learning engineers are in high demand as machine learning makes enormous inroads into numerous industries.
- Is Machine Learning hard to understand and pursue a career in 2022?
No, It is not difficult if you have a liking for the topic. Although many advanced machine learning techniques are difficult to use and necessitate a high level of expertise in complex mathematics, statistics, and software engineering, beginners may get a lot done with the freely available fundamentals. An intermediate level of math is required to master machine learning.
- How much does a Machine Learning expert earn in India?
The average salary is 7.4 Lakhs. The ML expert and beginner level are 3.3 lakhs to 22 lakhs per year.
Conclusion
Machine learning can unlock the value of corporate and consumer data while also allowing businesses to make decisions that put them ahead of the field. These Top 6 Machine Learning Courses in Bangalore will help you achieve the desired knowledge and turn you into an expert in Machine earning.
Machine learning and AI-enabled devices can access and store more data than people, including mind-blogging statistics. Patterns can be detected by machines, which can then be used to produce solutions to any environmental issue. These machine learning courses in Bangalore have trained hundreds of students who are now professionals working in reputed companies and MNCs across the globe.