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MACHINE LEARNING COURSE
Machine Learning Training Program
Description
Our Machine Learning Training Program has been designed by our Machine Learning Experts Team so that we can share our knowledge and help you learn complex theory, Concepts & Assignments in a simple way. We will walk you step-by-step into the World of Machine Learning Programming. With our Machine Learning Training, you will develop new skills and improve your understanding of this challenging yet lucrative Machine Learning Program.
Why to Choose Us:
- Live Project based Training
- Easy to Understand Study Material
- Verifiable Certification
- 100% Job Assistance Program
- Certified & Experienced Trainers
- Content as per Industry Standards
Pre-Requisite
- • Basic Programming Skills & Scripting is Required
- • Graduation is Recommended
- • Course assumes no previous experience
Curriculum
- 12 Modules • 48-50 Hours Course Duration
Introduction To Machine Learning
Importance Of Machine Learning
How did Machine Learning work?
Relationship Between Artificial Intelligence, Machine Learning, and Data Science
Different Categories of Machine Learning: Supervised, Unsupervised and Reinforcement
Applications of Machine Learning
Simple Linear Regression
Multiple Linear Regression
Performance Metrics: Accuracy Scores, R^2 And Adjusted R^2
To Compare the Model with Different Numbers of Independent Variables.
Approaches to Feature Selection: Univariate Selection, Feature Importance, RFE
Parameter Tuning and Model Evaluation
Data Transformation and Normalization
Ridge & Lasso Regression (L1 & L2)
Concept of Logistic Regression
Univariate Logistic Regression
Multivariate Logistic Regression: Model Building and Evaluation
Dealing with Categorical Independent Variable – Hot Encoding Vs Dummy Variable
Concept of Decision Trees
Importance and Usage of Ginny And Entropy
Information Gain
Visualizing Decision Trees Nodes and Splits
Working of The Decision Tree Algorithm
Extending Decision Trees to Regressing Problem
Evaluating Decision Trees Models: Accuracy, Precision, Recall, Confusion Matrix
Classification and Regression
Application, Advantages and Disadvantages
Distance Metric – Euclidean, Manhattan, Chebyshev, Minkow
Measuring accuracy using Cross-Validation, Stratified k-fold, Confusion Matrix, Precision, Recall, F1-score
The Bayes Theorem
The Gaussian Naïve’s Bayes Classifier – Assumptions of The Naïve Bayes Classifier, Functioning of The Naïve’s Bayes Algorithm
Classification and Regression
Separating line, Margin and Support Vectors
Linear SVC Classification
Polynomial Kernel – Kernel Trick
Gaussian Radial Basis Function (RBF)
Grid Search to tune hyper-parameters
Support Vector Regression
Introduction to Clustering
K-Means Clustering: Linkage
Use of Elbow Curve & Silhouette Score
Hierarchical Clustering – Agglomerative & Divisive
Distance Matrix, Dendrogram
DBSCAN (Density based clustering) Technique
Density based clustering
Eps: Density
Core, Border and Noise points
Density edge and Density connected points
DBSCAN Algorithm
Hyper Parameters: MinPts and EpsA
Advantages and Limitations of DBSCAN
Noise in The Data and Dimensionality Reduction
Capturing Variance – The Concept of Principal Components
Assumptions in Using PCA
Eigenvectors and Orthogonality of Principal Components
What Is the Complexity Curve?
Advantages of Using PCA
The Working of The PCA Algorithm
Singular Value Decomposition
Popular Ensembles
Bagging
Bootstrap
Introduction to Random Forests
Feature Importance in Random Forests
Boosting
How Boosting Algorithm Works?
Adaboost
Gradient Boost
XGBoost
Project Work
PD Classes
Resume Preparation
Interview Question Preparation
Student Feedback
Latest Reviews
Sotapdi Kunda
Very clean and organized with easy to follow tutorials, Exercises, and solutions. The training does start from the beginning with very little knowledge and gives a great overview and progresses into more complex concepts and ideas.
Samantha
The training is good at explaining very basic intuition of the concepts. It will get you scratching the surface so to say, where this course is unique is the implementation methods are so well defined, Thank you to the team !.
Rajeev Aggarwal
This course is amazing..! I started course as a beginner and learnt a lot. Instructors are great. Query handling can be improved.Overall very happy with the course.
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Professional
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12 Modules
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48-50 Hours
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Machine Learning
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English
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Included
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Yes
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e-Content
Learn from Industry Experts. Enquire Now!
Machine Learning Training Options
Whether you're looking for Machine Learning Training, start your next journey with India's Best IT & Software Training Edtech Company @TechVidya -- we have a plan for you.
Machine Learning
Machine Learning Course
- Video and e-Content
- Final Assessment
- Certification
Machine Learning
Machine Learning Course
- Classroom Training
- Projects/Assignments
- Mock Interview
- Final Assessment
- Certification
- Placement Assistance
Machine Learning
Machine Learning Course
- Live Instructor Based
- Projects/Assignments
- Mock Interview
- Final Assessment
- Certification
- Placement Assistance
Machine Learning
Machine Learning Course
- Customize Content
- Flexible Timings
- Onsite Training
- Experienced Trainers
- Increase Productivity
- Skill Assessment
Student's Feedback
Student
Great Course !
The study environment is good and trainers are full of knowledge. I personally recommend TechVidya to all the students who looking for quality computer education.
Student
Best Experience !
I have completed my Certification from TechVidya. Complete project based training really help me to sharpen my skills.
Student
Best Placement Support !
TechVidya have made efforts ensuring maximum number of students placement. They started grooming us for placement in the first few months.
Student
Helpful Instructors !
Regular classes held to help us with our aptitude and technical skills. Trainers are well experienced and very helpful during all the course.
Student
Great Placement Support !
I had complete my SAP Training with TechVidya. The Trainers are Certified & Experienced. Placement cell is well active in order to help with the placement.
Student
Helpful Staff !
Due to the efforts made by the faculty and placement cell at TechVidya, I was able to get a job in the second company that I applied for. Thanks to TechVidya!
How to Start Your Professional Journey
01. Learn from Industry Experts
TechVidya is ISO 9001:2015 Accredited Edtech Company, trained more than 68806+ students all across the world. We have team of 470+ Experienced & Certified Instructors.
02. Live Project Based Training
Complete IT & Software Training provided by Techvidya is designed as per the Industrial Requirement with Live Projects. Every topic covered is in most practical way with real-time examples.
01. Industry Recognised Certification
TechVidya offers a wide range of IT & Software Certifications designed to take your career to the next level. Candidate can gain access to multiple placement opportunities by opting our Certification.
02. Verifiable Certificate
TechVidya provides Globally Recognized Course Completion Certificate which can be verifiable at techvidya official website. TechVidya Verifiable Certification helps to achieve your dream jobs.
01. PD, Resume Making & Mock Interview
We help our students to get a foothold in the corporate world by providing Practical based Training including Personality Development, Resume Making & Mock Interviews Sessions.
02. Dedicated Placement Department
Our Placement Department help candidates to present themselves confidently at the time of actual interview. We provide placement assistance to our students with the help of dedicated placement cell.
Upgrade Yourself, 68806+ Students Trained. Enquire Now!
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Expand your career opportunities with India's most trusted IT & Software Training Institute @TechVidya. Get job-ready for an in-demand career with our 360 degree placement assistance program. Choose from Multiple certification programs with us.
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- Assignments & Capstone Projects
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