Machine learning training in Coimbatore

We Are best Machine learning training in Coimbatore. Qtree Technologies provides the best Machine learning training in Qtree Technologies provides the best Machine learning training in Coimbatore and also excellent Machine learning course in Coimbatore. You will get solid training by our Machine learning expert trainers who have more than 10 years of industrial experience in the relevant domain. Know anything and everything and gain a Machine learning certification by joining the best Machine learning training institute in Coimbatore.

Beginner 4.78 No of Ratings : 66 No of Enrollments : 78
Created By Qtree Technologies Last Updated Sun, 21-Apr-2019 English


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About Machine Learning Training in Coimbatore



What Will I Learn?

On choosing our Machine learning training in Coimbatore you will learn about:

  • Advanced ML Algorithms
  • NLP and Deep Learning
  • Image Processing and Computer Vision
  • Mathematics and Statistics for AI
  • Data Wrangling
  • Deploying Scalable ML Models


Our Course Details

Introduction to ML, AI

  • Why we require AI and ML?
  • Problem with traditional Software systems
  • Opportunities with AI,ML
  • What you need to excel - only a logical mind!!
  • Tools and Software to efficiently build ML models
  • Why R and Python(with Tensorflow) is very popular ?

Your first ML model

  • Understand what actually is a ML model
  • How to handle data
  • Preprocessing data
  • Types of ML models - Supervised and Unsupervised
  • A peek into Reinforcement Learning
  • How to break your data into Training and Test
  • Cross validation techniques

Linear Regression

  • Understand Linear Regression
  • Gradient Descent
  • Do actual hands on and understand the calculations behind Gradient Descent
  • Brush up on Differentiation to understand the maths behind the hands on
  • Code both in R and Python
  • Learn how to improve your model

Overfitting

  • Overfitting is one of the most difficult aspect to learn while building a ML model
  • Use the above Linear Regression model to understand Overfitting
  • Learn with Hands on - how to avoid Overfitting
  • Bias Variance Tradeoff
  • Regularization - Ridge, LASSO
  • ANOVA, F tests
  • Logistic Regression
  • Understand CLassification with Logistic Regression
  • Maximum Likelihood Estimation
  • Build an end-end model with Logistic Regression using scikit Learn
  • Hands on - how actually you will build a model in the Industry
  • How to code for Interviews, Data Science Competitions

Decision Trees

  • What is a Probability based model and why Decision Tree is such a model? Understand the concepts of Entropy, Gini Impurity, Information Gain Do a detailed hands on project to predict the possible Loan Defaulters for a large multi-national bank
  • Apply the concepts of Overfitting
  • How to improve the Decision Tree model without Overfitting
  • Bagging, Boosting
  • Random Forest
  • AdaBoost, Gradient Boost

k-NN

  • Understand a Distance based model with kNN
  • how to choose the value of k
  • Project work on Predicting Breast Cancer

Support Vector Machines(SVM)

  • The power of SVM and what it can do which other models cannot
  • Why SVM is so popular in the industry
  • Learn all about Kernel Functions
  • Different Kernel functions
  • Build an OCR(Optical Character Reader) with the help of SVM and Kernel functions
  • Neural Networks
  • Why Neural Networks can actually solve any Complex pattern?
  • How to build the Neural Network Architecture
  • How Neural Network mimics the cognitive capabilities of humans
  • Build your own AND,OR,NOT,XOR,XNOR Logic Gates with Neural Network
  • Understand Forward & Backward Propagation
  • Plot a Neural Network with code and map your understanding between theory and practical
  • Change the architecture with code and see how the Neural Network behaves
  • Different Activation Functions
  • Vanishing Gradient problem
  • Loss functions

Deep Neural Networks

  • Optimization methods
  • Gradient Descent with Momentum, RMSProp, ADAM
  • Learning Rate Decay
  • Xavier Initialization
  • Introduction to Keras and Tensorflow(TF)
  • Deep Learning in Keras with TensorFlow as the backend
  • Project Work

Unsupervised Learning

  • Basic concepts of Clustering
  • k-means Clustering
  • Hierarchical clustering
  • Build a hands on project to do Social Media analysis with Clustering

 PCA

  • Principal Component Analysis(PCA)
  • Learn the maths behind PCA
  • Learn how to code and plot a PCA
  • Recommendation Engine
  • Understand how Netflix or any other Tech giant uses Recommendation Engine
  • Content and Collaborative Filtering
  • Pros and Cons of different approaches of Recommendation Engine
  • Market Basket Analysis
  • Apriori Rules
  • Build your own Recommender System

Computer Vision

  • Image Detection, Image Classification, Localization
  • Introduction to Convolutional Neural Networks(CNN)
  • Build a Handwritten Digit recognizer with CNN
  • Strides, Padding concepts
  • Convolutional, Padding and Fully Connected layers
  • Sliding Window
  • Edge Detection

Advanced Computer Vision

  • YOLO ALgorithm - You Only Look Once
  • Introduction to classical networks like LeNet5
  • IoU
  • Build an Image Classifier with CNN
  • Data Augmentation Techniques
  • Natural Language Processing(NLP)
  • Introduction to Natural Language Processing(NLP)
  • Text Preprocessing
  • Lemmatization, Stemming
  • Syntactical Parsing, Entity Parsing
  • CTopic Modelling with Latent Dirichlet Allocation(LDA)
  • Collapsed Gibbs Sampling
  • Word Embedding with Word2Vec - CBOW and SkipGram models
  • Restricted Boltzman Machines
  • Recurrent Neural Network(RNN) and Long Short Term memory(LSTM)
  • Build a chatbot with the above concepts of NLP and Neural Networks

Introduction to AI

  • History of AI
  • State of the Art AI
  • Types of Agents
  • Types of Environments
  • Asymptotic Notations

Search

  • Uninformed Search-Breadth first search
  • Uniform Cost Search
  • Depth First Search
  • Depth-Limited Search
  • Iterative Deepening Depth-First Search
  • Bidirectional Search
  • Informed Search-Greedy Best-First Search
  • A* Search
  • Beyond Local Search-Hill Climbing
  • Simulated Annealing
  • Beam Search
  • Genetic Algorithms
  • Online Search
  • Informed Search

Adversarial Search

  • Min-max Tree
  • Alpha-Beta Pruning
  • Move Ordering
  • Stochastic games

Constraint Programming

  • Constraint Satisfaction Problems
  • Map coloring
  • Sudoku
  • Job scheduling Constraint Propagation
  • Backtracking

Reinforcement learning

  • Passive Reinforcement learning
  • Active Reinforcement learning
  • Policy Search

Machine Learning is the field in demand that provides aspirants with the knowledge to empower the computer system to work on its own by predicting the data and ensures a prompt solution for the progress of any business. The Machine Learning application will allow the computer system to analyze the data automatically without the need for feeding complex codes and programs.
As its benefits are wide in today's market, many organizations are in search of Machine Learning engineers. If you are a person willing to establish a career in the future that brings in more value to your life, then choosing Machine learning training in Coimbatore will be the right choice. Machine learning can be implemented in various algorithms which include supervised, unsupervised, semi-supervised and reinforcement.
So stepping into Machine Learning is the righteous decisions you have ever made. We have many courses and well-framed curriculum that gives you a deep knowledge in Machine Learning. Enrol now in our Machine learning training in Coimbatore to enlighten and illuminate your career path with assured success.
  • Guaranteed Job Placement and Certification: By choosing Qtree for Machine learning training in Coimbatore you will get placed in the top organization with the high pay scale. Also, we offer assured certificate which will be an added value to your profile. We also assist with placement training and interview excellence.
  • Our Trainers: At Qtree Technologies, all the faculties are highly experienced and have industrial experience in a particular field such that they can train students with care. Our trainers motivate and often provide practical sessions which will improve the ability of the students to the maximum.
  • Syllabus: Our Machine learning training in Coimbatore is structured finely. We have included all concepts from the basic to the advanced level Machine Learning. Our curriculum is handled with expert staff team such that they cover all concepts with high accuracy.
  • Students Benefits: We offers various sessions and students can choose a session which is more convenient for them. Also, in case they missed a session, the students can approach us for a reschedule since we are operating on weekends too, we will train you without hassles.

  • Machine Learning Course in coimbatore
    Renu

    Thanks to Qtree Technologies, I am now a Data Engineer in one of the reputed organizations and it is all possible only with your expert training. I recommended you to most of my friends and family members. Thanks for your support.

    Best Machine Learning training institute in Coimbatore
    Akshaya

    I did the Machine Learning course in your training institute. It was simply awesome. All the staff members are friendly and they trained our batch well. Also, the assistance they provide us was too good. Great place to learn and excel.

    Machine Learning training instittue in coimbatore
    Mani

    I thank the people of Qtree Technologies. Your training institute is the place where I learnt. Now I am in a good position earning more. And, this is all only because of you. I got placed through your placement facility. Your institute is special always. Thank you.


Benefits of Machine Learning training in Coimbatore

The top reasons why should join Machine Learning Training in Coimbatore is as follows:
  • Machine Learning brings more profitable career opportunities.
  • Machine Learning engineers are paid more than other engineers.
  • Machine Learning jobs are now on high demands with attractive vacancies.
  • It is directly associated with Data Science which is highly looked for in top organizations.
  • Machine Learning Training in Coimbatore will get you a remarkable recognization in your future career.


Placements of Machine Learning Course:

On successful completion of Machine learning training in Coimbatore, you will explore the following job opportunities which are certain to improve your living standards.
  • ML Engineer
  • Data Scientist
  • Deep Learning Engineer
  • Data Analyst
  • Data Engineer
  • NLP Engineer
  • NLP Analyst
  • Research Opportunities


FAQ?

This being the most frequently asked question by our joiners enquiring on our Machine Learning training in Coimbatore, we have an answer … • Basic understanding of any one programming language • Good knowledge on mathematics and statistics concepts

Machine Learning Classroom Training in Coimbatore: • Regular classroom based training: It takes 45 hours of machine learning course. • Fast Track (1-1 : Machine Learning crash course in Coimbatore ) : 15 days. • Choose your options for week day or week end classroom training. • Online training - please send us your request to qtreetechnologies@gmail.com

• Assessments - Our training pattern includes conducting frequent assessments to understand your technical competence & brief your areas of improvement, during the tenure of the course. • Interview Questionnaire - At QtreeTechnologies, a dedicated team is available to collate the frequently asked questions in the Top MNCs, and will share the questionnaire with our candidates. • Mock Interviews - At the end of the course, a team of highly qualified real-time IT technical experts from the industry assess your knowledge on the language, by conducting interviews, and share the feedback so you can crack the interview with confidence & at ease. • Resume Building Services – Expert trainers guide our candidates on the Resume preparation which will profoundly help you put your career on track. Check this Top 100 Machine Learning Interview Questions and Answers to crack the interview easily

QtreeTechnologies offers Class room training, online training and Corporate Training. The training will be provided by expert trainers having more than 10+years IT experience currently working in the Industry.



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