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Machine Learning
Introduction to Machine Learning Course
ML for Everyone: Courses for Beginners, Professionals, and Innovato
What you'll learn
- Understand the core concepts, history, and evolution of Machine learning.
- Decision Process: In general, machine learning algorithms are used to make a prediction or classification. Based on some input data, which can be labeled or unlabeled, your algorithm will produce an estimate about a pattern in the data.
- An Error Function: An error function evaluates the prediction of the model. If there are known examples, an error function can make a comparison to assess the accuracy of the model.
- Using unsupervised learning, clustering algorithms can identify patterns in data so that it can be grouped. Computers can help data scientists by identifying differences between data items that humans have overlooked.
- Discover how ML integrates with robotics for automation, decision-making, and intelligent behavior.
- Model Optimization Process: If the model can fit better to the data points in the training set, then weights are adjusted to reduce the discrepancy between the known example and the model estimate. The algorithm will repeat this iterative “evaluate and optimize” process, updating weights autonomously until a threshold of accuracy has been met.
- Gain hands-on experience with popular ML libraries and frameworks like TensorFlow, PyTorch, and scikit-learn
- Apply ML to solve problems in various industries, including healthcare, finance, marketing, and more through practical projects and case studies.
This course includes
- 21 hours on-demand video
- 15 articles
- 55 downloadable resources
- Access on mobile and TV
- Full lifetime access
- Certificate of completion
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Course Content
Python basic Python concepts & terms Python fundamentals Python data structure & modules
What is machine learning? Applications of machine learning, Supervised vs Unsupervised Learning, Python libraires suitable for ML
Training& Testing, Cross validation, Features & labels, Pickling’s & Scaling, Techniques & Error metrics.
Linear regression & Forecasting, Prediction using regression, Logisitic regression & model evaluation, Support vector machines, K-N classification, K –means clustering, Random Forest linear
Content based recommender systems, Collaborative Filtering
Introduction to NLTK, BASICS & LAXICAL PROCESSING, Text Classification, stop words stemming lemmatization, named entity recognition, conduct sentiment analysis using Naïve bayes
Information & Training flow of neural network, Convolutional & Recurrent neural networks, Creating & Deploying networks using TensorFlow & karas
Implementation of all algorithms using sklern
Introduction to open Cv (Image processing) Learning basic image manipulations Introduction to CNN CNN Institution Convolution Operation pooling Flattering building a CNN using python Training the model
Requirements
- No Prior AI Knowledge Required
- Working Internet Connect.
Description
Machine learning is the study of computer algorithms that can better themselves automatically based on experience and data. It is a subfield of computer science and artificial intelligence (AI). Machine learning is changing the world; it is present in many important industries, including healthcare, education, transportation, food, and entertainment. With the aid of machine learning, almost every part of our daily lives will become easier and more efficient. Housing, cars, shopping, food ordering, and so on will all become easier and more efficient.
Tools Included
Pricing plans
Self Paced
- Internship Certificate by Co-Branded Company
- 1 Minor + 1 Major project
- LIVE INTERACTIVE SESSIONS
- Recorded Modules
- 25+ hours of video content access
- Outstanding Certificate on successful completion of extra projects
- Training Certificate from Bharat Skillz
Mentor Led
- Internship Certificate by Co-Branded Company
- 1 Minor + 1 Major project
- LIVE INTERACTIVE SESSIONS
- Recorded Modules
- 25+ hours of video content access
- Outstanding Certificate on successful completion of extra projects
- Training Certificate from Bharat Skillz
Certificate Included
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