Intellipaat’s Machine Learning course in Bangalore will help you be a master in the concepts and techniques of Machine Learning with Python, which include ML algorithms, supervised and unsupervised learning, probability, statistics, decision tree, random forest, linear and logistic regression, etc., through real-world hands-on projects. Get the best Machine Learning training in Bangalore from top Machine Learning experts.
Intellipaat is one of the renowned names in the domain of e-learning, offering you the most comprehensive and career-oriented Machine Learning online course in Bangalore, India. Learners will be getting in-depth knowledge and expertise in the highly coveted concepts of Machine Learning, such as supervised and unsupervised learning, probability, statistics, Python programming, decision tree, random forest, linear and logistic regression, and a lot more, through this training. Completing this training course will equip you with the skill sets related to statistics, time series, and different classes of ML algorithms.
Intellipaat, one of the premier Machine Learning institutes in Bangalore, provides a world-class course on ML, in which you can learn the following:
Intellipaat’s Machine Learning Python course can be joined by:
We don’t expect any prior knowledge from your side. However, basic knowledge of programming languages can be helpful when joining our Machine Learning classes in Bangalore.
Bangalore is the hub of some of the best IT companies, and due to this, the demand for ML professionals is at an all-time high here. This, combined with the number of startups mushrooming in the Silicon Valley of India, clarifies that the future of ML Engineers can only get better in this city.
ML market trend in the city is growing at a rapid rate. The growth of technology in this city has made marketers compare it with the Silicon Valley of the United States. Multinational firms focus on this city, which has created a huge competition in the market. Our Machine Learning with Python programming course serves this purpose so that aspirants wanting to become successful Machine Learning Engineers can benefit from it. Having a Machine Learning certification increases the possibilities of getting employed and bagging high salaries in the IT city.
Some of the reasons why you should sign up for this course are as follows:
Intellipaat offers one of the best Machine Learning courses in Bangalore. This certification program is led by Machine Learning experts from leading industries in India and the United States. It focuses on helping you understand the ML fundamentals, such as Natural Language Processing (NLP), Python, and more. In this course, you will also work on real-world assignments and projects that will enhance your learning experience.
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1.1 Need of Machine Learning
1.2 Introduction to Machine Learning
1.3 Types of Machine Learning, such as supervised, unsupervised, and reinforcement learning, Machine Learning with Python, and the applications of Machine Learning
2.1 Introduction to supervised learning and the types of supervised learning, such as regression and classification
2.2 Introduction to regression
2.3 Simple linear regression
2.4 Multiple linear regression and assumptions in linear regression
2.5 Math behind linear regression
Hands-on Exercise:
1. Implementing linear regression from scratch with Python
2. Using Python library Scikit-Learn to perform simple linear regression and multiple linear regression
3. Implementing train–test split and predicting the values on the test set
3.1 Introduction to classification
3.2 Linear regression vs logistic regression
3.3 Math behind logistic regression, detailed formulas, the logit function and odds, confusion matrix and accuracy, true positive rate, false positive rate, and threshold evaluation with ROCR
Hands-on Exercise:
1. Implementing logistic regression from scratch with Python
2. Using Python library Scikit-Learn to perform simple logistic regression and multiple logistic regression
3. Building a confusion matrix to find out accuracy, true positive rate, and false positive rate
4.1 Introduction to tree-based classification
4.2 Understanding a decision tree, impurity function, entropy, and understanding the concept of information gain for the right split of node
4.3 Understanding the concepts of information gain, impurity function, Gini index, overfitting, pruning, pre-pruning, post-pruning, and cost-complexity pruning
4.4 Introduction to ensemble techniques, bagging, and random forests and finding out the right number of trees required in a random forest
Hands-on Exercise:
1. Implementing a decision tree from scratch in Python
2. Using Python library Scikit-Learn to build a decision tree and a random forest
3. Visualizing the tree and changing the hyper-parameters in the random forest
5.1 Introduction to probabilistic classifiers
5.2 Understanding Naïve Bayes and math behind the Bayes theorem
5.3 Understanding a support vector machine (SVM)
5.4 Kernel functions in SVM and math behind SVM
Hands-on Exercise:
1. Using Python library Scikit-Learn to build a Naïve Bayes classifier and a support vector classifier
6.1 Types of unsupervised learning, such as clustering and dimensionality reduction, and the types of clustering
6.2 Introduction to k-means clustering
6.3 Math behind k-means
6.4 Dimensionality reduction with PCA
Hands-on Exercise:
1. Using Python library Scikit-Learn to implement k-means clustering
2. Implementing PCA (principal component analysis) on top of a dataset
7.1 Introduction to Natural Language Processing (NLP)
7.2 Introduction to text mining
7.3 Importance and applications of text mining
7.4 How NPL works with text mining
7.5 Writing and reading to word files
7.6 Language Toolkit (NLTK) environment
7.7 Text mining: Its cleaning, pre-processing, and text classification
Hands-on Exercise:
1. Learning Natural Language Toolkit and NLTK Corpora
2. Reading and writing .txt files from/to a local drive
3. Reading and writing .docx files from/to a local drive
8.1 Introduction to Deep Learning with neural networks
8.2 Biological neural networks vs artificial neural networks
8.3 Understanding perception learning algorithm, introduction to Deep Learning frameworks, and TensorFlow constants, variables, and place-holders
9.1 What is time series? Its techniques and applications
9.2 Time series components
9.3 Moving average, smoothing techniques, and exponential smoothing
9.4 Univariate time series models
9.5 Multivariate time series analysis
9.6 ARIMA model and time series in Python
9.7 Sentiment analysis in Python (Twitter sentiment analysis) and text analysis
Hands-on Exercise:
1. Analyzing time series data
2. The sequence of measurements that follow a non-random order to recognize the nature of the phenomenon
3. Forecasting the future values in the series
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Analyzing the Trends of COVID-19 with Python
In this project, you will be using Pandas to accumulate data from multiple data files, Plotly to create interactive visualizations, Facebook’s Prophet library to make time series models, and visualizing the prediction by combining these technologies.
Customer Churn Classification
This project will help you get more familiar with Machine Learning algorithms. You will be manipulating data to gain meaningful insights, visualizing data to figure out trends and patterns among different factors, and implementing algorithms like linear regression, decision tree, and Naïve Bayes.
Creating a Recommendation System for Movies
You will be creating a Recommendation system for movies by working with Rating prediction, item prediction, user-based methods in k-nearest neighbor, matrix factorization, decomposition of singular value, collaboration filtering, business variables overview, etc. Two approaches you will use are memory-based and model-based.
Case Study 1 - Decision Tree
Conducting this case study will help you understand the structure of a dataset (PIMA Indians Diabetes database) and create a decision tree model based on it by making use of Scikit-Learn.
Case Study 2 - Insurance Cost Prediction (Linear Regression)
In this case study, you will understand the structure of a medical insurance dataset, implement both simple and multiple linear regressions, and predict values for the insurance cost.
Case Study 3 - Diabetes Classification (Logistic Regression)
Through this case study, you will come to understand the structure of a dataset (PIMA Indians Diabetes dataset), implement multiple logistic regressions and classify, fit your model on the test and train data for prediction, evaluate your model using confusion matrix, and then visualize it.
Case Study 4 - Random Forest
You will be creating a model that would help in classifications of patients in the following ways: ‘is normal,’ ‘is suspected to have a disease,’ or in actuality ‘has the disease’ with the help of the ‘Cardiotocography’ dataset.
Case Study 5 - Principal Component Analysis (PCA)
As part of the case study, you will read the sample Iris dataset. You will use PCA to figure out the number of most important principal features and reduce the number of features using PCA. You will have to train and test the random forest classifier algorithm to check the model performance. Find the optimal number of dimensions that will give good quality results and predict accurately.
Case Study 6 - K-means Clustering
This case study involves data analysis, column extraction from the dataset, data visualization, using the elbow method to find out the appropriate number of groups or clusters for the data to be segmented, using k-means clustering, segmenting the data into k groups, visualizing a scatter plot of clusters, and many more.
Intellipaat’s course on ML, one of the most reputed Machine Learning courses in Bangalore is designed by industry professionals that will help you get the best jobs in top MNCs. As part of this Machine Learning with Python training, you will be engaged in real-time projects and assignments that have huge implications in real-world industry scenarios. This way, you can expedite your career effortlessly.
At the end of this Machine Learning training in Bangalore, you will find a quiz test that perfectly reflects the type of questions asked in the Machine Learning Certification exam, it will further help get a higher score.
Intellipaat Course Completion Certification will be issued after the project has been completed (after expert review) and upon scoring at least 60 percent on the quiz. You would be glad to know that Intellipaat certification is recognized by more than 100 top multinational companies, including Cisco, Ericsson, Cognizant, Sony, Mu Sigma, Saint-Gobain, Standard Chartered Bank, IBM, Infosys, Genpact, TCS, Hexaware and more.
They provided one of the best Machine Learning online training courses in the market. I really liked the way Intellipaat had approached such a complex topic as ML and made it so easy to understand. 5 stars to Intellipaat for conducting such wonderful certification training!
Kavita Mehra
This ML online program was up-to-date, and the instructor taught all the concepts in great detail. It was a very informative training course with all the topics taught step by step. It helped me a lot in becoming proficient in both ML and Deep Learning concepts.
I have learned a few technologies online from other online providers, but I was never quite satisfied. I recently took up this python Machine learning course, and I am still going through it. But, unlike my previous experiences, this is very interactive and helps me grasp all concepts with little effort.
Bharat Rathore
Machine Learning online certification course were top-notch, and the material was very good with lots of real-world examples. Learning with Intellipaat was a great experience!
Excellent course, I found Intellipaat's training team to be talented in their respective domain. My training was very good as it helped me in upgrading my skills, which proved to be a turning point in my career. Intellipaat's mentor was well-experienced and his teaching method was really great. This online course helped me to get deep understanding of the technology. Moreover, the excercise and projects provided as a part of the course made me to get hands-on experience. Besides, the online support team was very helpful and offered their assistance as and when I needed via calls and emails.
They provide one of the best Machine Learning course in Bangalore in the market. I really liked the way Intellipaat approached such a complex topic like Machine Learning and made it so easy to understand. 5 stars to Intellipaat for conjuring the best Machine Learning training in Bangalore.
Bharat Rathore
The ML training in Bangalore was top-notch and the course material was very good with lots of real-world examples of this awesome technology. Learning with Intellipaat was a great experience in Marathahalli! Fully recommend this, one of the prominent Machine Learning training institutes in Bangalore.
Samar Jain
The training was amazing and the trainer did a great job of explaining it. He was extremely patient throughout the lectures and gave enough time and effort to explain each and every concept. I was extremely satisfied with this Machine Learning with Python course
This Machine Learning with Python course was very comprehensive, well-planned, extremely organized, and elaborate. Besides, the assignments and projects that had to be solved after the course really helped in testing my skills and knowledge acquired through the course
Excellent Machine Learning certification course with extremely interactive sessions. The course was very well delivered and structured. Even the complex concepts were taught with extreme ease with practical, real-life, and relatable examples. This helped a great deal in getting hold of the concepts and comprehending the same
Concepts were taught from the basics, which was really helpful for me as I am not from a computer science background. Moreover, the course material was easily available and accessible even after I completed the course. This was convenient and helpful asI could refer to the concepts whenever I wanted
Overall, the most delightful aspect of this Machine Learning online course was placement assistance. The team really did a great job in preparing me for a job interview by conducting a number of dummy interviews. I am extremely grateful to the team for helping me. They also help me to prepare my resume as per the job role I was seeking
I am an ML Engineer in a well-reputed organization. I started working here recently and I got this job opportunity only because of this best course on Machine Learning. I finished this course recently, and the job opportunities that came flooding in after I had received the certification was amazing
Nandini Shankar
I always had a keen interest in Artificial Intelligence and Machine Learning. Intellipaat Machine Learning classes are of high quality and trainers are the best in knowledge. I feel enrolling to the Intellipaat is the best decision made for my up skilling objective.
I have done a couple of courses online from other online providers, but I was never quite satisfied. I recently took up this online ML training, and I am still going through it. But, unlike my previous experiences, this was very interactive and helped me grasp all concepts with a little effort.
Overwhelming Machine Learning course with concepts taught in great detail. The 24-hour support provided was really helpful when I had to clear my doubts. Moreover, the resource material provided in this course was comprehensive and interesting, which made this course fun to learn
Kavita Mehra
This ML online course was up-to-date, and the instructor taught all the concepts in great detail. It was a very informative course with all the topics taught step by step. For a beginner like me, this course was amazing. It helped me a lot in becoming proficient in ML and Deep Learning concepts
I had completed this course a while back, and the job assistance they provided me was extremely supportive. The team offered mind-blowing support for upgrading my resume with the new skills that I had acquired during the course. They also conducted several mock interviews, which gave me confidence during my actual interview and helped me successfully land the job. Overall, it is the best online course for Machine Learning
Great course, I had a really good experience from this platform, they trained me well. I completed my Python training with this institute where they provided extremely good training and good support too. Further, the course instructors were really well-educated who explained all the topics with great enthu.
Genuine platform for learning. I finished my course recently from Intellipaat. The trainers were excellent in teaching. Further, the course was well-structured and the lectures are really flexible. I am currently working and I still get the time to complete the course within the given time and it is mainly possible because of the 24*7 support system and the clarity of their teaching. Besides, they make us do hands-on exercises and project, making us gain in-depth knowledge of the concepts. I strongly recommend others to take this course as well.
Amazing course learning experience. It was a great learning experience with Intellipaat. The coursware is comprehensive, and has a variety of material like videos, PPTs, and PDFs that are neatly organized. Further, there are hands-on projects, assignments, code files for each module. And most importantly, the support I received as a learner while pursuing my course was exemplary.
Intellipaat provides comprehensive Machine Learning training through hands-on projects and case studies. A few of the many reasons for choosing Intellipaat ML course includes:
Intellipaat has been serving ML enthusiasts from every corner of the city. You can be living in any locality in Bengaluru, be it Marathalli, Koramangala, Btm Layout, Jayanagar, Sarjapur, Vijaynagar, Whitefield, HSR Layout, Indira Nagar, Electronic City or anywhere. You can have full-access to our Machine Learning online course sitting at home or office 24/7.
At Intellipaat, you can enroll in either the instructor-led online training or self-paced training. Apart from this, Intellipaat also offers corporate training for organizations to upskill their workforce. All trainers at Intellipaat have 12+ years of relevant industry experience, and they have been actively working as consultants in the same domain, which has made them subject matter experts. Go through the sample videos to check the quality of our trainers.
Intellipaat is offering the 24/7 query resolution, and you can raise a ticket with the dedicated support team at anytime. You can avail of the email support for all your queries. If your query does not get resolved through email, we can also arrange one-on-one sessions with our trainers.
You would be glad to know that you can contact Intellipaat support even after the completion of the training. We also do not put a limit on the number of tickets you can raise for query resolution and doubt clearance.
Intellipaat is offering you the most updated, relevant, and high-value real-world projects as part of the training program. This way, you can implement the learning that you have acquired in real-world industry setup. All training comes with multiple projects that thoroughly test your skills, learning, and practical knowledge, making you completely industry-ready.
You will work on highly exciting projects in the domains of high technology, ecommerce, marketing, sales, networking, banking, insurance, etc. After completing the projects successfully, your skills will be equal to 6 months of rigorous industry experience.
Intellipaat actively provides placement assistance to all learners who have successfully completed the training. For this, we are exclusively tied-up with over 80 top MNCs from around the world. This way, you can be placed in outstanding organizations such as Sony, Ericsson, TCS, Mu Sigma, Standard Chartered, Cognizant, and Cisco, among other equally great enterprises. We also help you with the job interview and résumé preparation as well.
You can definitely make the switch from self-paced training to online instructor-led training by simply paying the extra amount. You can join the very next batch, which will be duly notified to you.
Once you complete Intellipaat’s training program, working on real-world projects, quizzes, and assignments and scoring at least 60 percent marks in the qualifying exam, you will be awarded Intellipaat’s course completion certificate. This certificate is very well recognized in Intellipaat-affiliated organizations, including over 80 top MNCs from around the world and some of the Fortune 500companies.
Apparently, no. Our job assistance program is aimed at helping you land in your dream job. It offers a potential opportunity for you to explore various competitive openings in the corporate world and find a well-paid job, matching your profile. The final decision on hiring will always be based on your performance in the interview and the requirements of the recruiter.
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