Machine Learning Simplified
By Priyanka Sharma
The episodes cover the basic concepts of Machine Learning, getting familiar with models, algorithms, other technical concepts
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Learn, update your self while you are travel, jog, exercise, or relax.
The VISION is" Education for Empowerment".
Making Machine Learning accessible to all, willing to learn, grow with Technology and Time.
Machine Learning Simplified May 29, 2021
Collaboration
Hi
So if anyone wants to collaborate, I will be glad to offer my assistant.
Reach me out
sharma25prianca@gmail.com
Instagram machinemantra
YouTube Channel: Machine Learning by Priyanka Sharma
Predictive Modeling and Predictive Analysis in Machine Learning
The episode explains what is meant by predictive modeling and predictive analysis in Machine Learning, bringing out the differences between the two.
R and Python Comparison
The episode discusses why R and Python are really popular languages in the Data Science community. The similarity and differences between the two languages in an elaborate manner.
Feature Engineering in Machine Learning
The episode discusses what is feature engineering in Machine Learning, what are various techniques used in Machine Learning like Imputation, Scaling, One hot encoding, and much more.
Website: https://machinemantra.in/
YouTube: https://www.youtube.com/channel/UCh3IeGHegUhWPmxNG0EYebw?view_as=subscriber
Regression Metrics in Machine Learning
This episode discusses various types of Regression Metrics in Machine Learning. Most common Regression metrics like Mean Absolute Error (MAE), Mean Squared Error (MSE), RMSE, R squared, and Adjusted R squared regression metrics. There is further a little discussion upon which Regression Metric to use for evaluating the Regression Problems, pros and cons of the above-mentioned Metrics.
YouTube:https://www.youtube.com/channel/UCh3IeGHegUhWPmxNG0EYebw?view_as=subscriber
Website: https://machinemantra.in/
Classification Metrics in Machine Learning
This episode discusses what is a Machine Learning Metric, various types of Metrics. Going further in detail of Classification Metrics like Accuracy, ROC, Log loss, Confusion Matrix, and Classification report.
Website:https://machinemantra.in/
YouTube Channel: https://www.youtube.com/channel/UCh3IeGHegUhWPmxNG0EYebw?view_as=subscriber
Unsupervised Machine Learning Algorithms
This Episode discusses various unsupervised Machine Learning Algorithms like Clustering and Dimensionality Reduction Algorithms.
Various Applications of Clustering and Dimensionality Reduction (PCA) algorithms.
Website:
https://machinemantra.in/
YouTube videos for a better understanding of the Algorithms:
https://www.youtube.com/playlist?list=PLrtwkWhbtH49O-7f6K3ymy-lf7-pqXKJX
Supervised Machine Learning Algorithms
The episode discusses various Supervised Machine Learning Algorithms like Classification Algorithms and Regression Algorithms.
This will give a basic idea and working knowledge about the different supervised Machine Learning Algorithms.
For more Details:
https://machinemantra.in/
YouTube for more understanding of Algorithms:
https://www.youtube.com/playlist?list=PLrtwkWhbtH49O-7f6K3ymy-lf7-pqXKJX
Data Types in Machine Learning
The episode discusses various data types in Machine Learning, the significance of Data types, and why one should bother to know the data types at all.
Data types like numeric, categorical, ordinal, time-series, text are discussed with the help of examples.
Website:
https://machinemantra.in/
YouTube Channel:
https://www.youtube.com/channel/UCh3IeGHegUhWPmxNG0EYebw
Machine Learning Related Terms: Bias Variance, Overfitting, Underfitting
The episode discusses various Machine Learning Terms like Bias, Variance, Bias-Variance Trade-Off, what is Overfitting, and underfitting in Machine Learning.
How to reduce Bias, ways to reduce Variance.
Website:
https://machinemantra.in/
YouTube:
https://www.youtube.com/channel/UCh3IeGHegUhWPmxNG0EYebw?view_as=subscriber
Integrated Development Environment / IDE
The Episode discusses what is an IDE, different IDE's available for Machine Learning, where to install IDE's, how to get started, which software to download, where to find the software. The utility of the software.
What makes an IDE smart and intelligent.
Website
https://www.anaconda.com/products/individual
https://machinemantra.in/
YouTube
https://youtu.be/kLmRQLHajgw
Choosing the Language for the Project
This episode helps one to decide which language to choose so as to start your Machine Learning Project. the discussion will help you decide many things like language, the benefits, and can it be sustainable for the long term.
Learn more about Python
https://youtu.be/I3IHqQMp7fM
https://www.youtube.com/playlist?list=PLrtwkWhbtH483DpOXPHiEx6ZKlKyCe9J0
Website:
How to Approach Project and Sources
This episode discusses in detail how to approach a project, how to start with a project. This will guide you, motivate you to start your own Machine Learning Project without having to worry much about subject knowledge or domain expertise.
The second part covers the sources where you can find the data and start to work with it. The various site can be found in the link below:
UCI
https://archive.ics.uci.edu/ml/index.php
Kaggle
Machine Learning/ Data Science Project Ideas
The Episode brings out a comprehensive list of Project Ideas. These projects include beginners, the intermediate and advanced levels depending upon your current requirement choose a project idea and start building your projects.
Link for practice with me:
https://youtu.be/CnlPUQd50fM
A complete list of Machine Learning Projects: Practical Demo
https://www.youtube.com/playlist?list=PLrtwkWhbtH4_amO3H-2dAaDwdbZee4CQ8
For more information:
Artificial Intelligence help Transform Chatbots
Discover what are the existing drawbacks in Chatbots and how can AI make them Smart and more responsive to change the way we interact with them. The Episode also walks you through the Natural Language Processing (NLP) and how it helps Chatbots. Later we shall understand how AI along with NLP can revolutionize the way Chatbots interact with Humans.
Website:
More on YouTube videos
https://www.youtube.com/channel/UCh3IeGHegUhWPmxNG0EYebw?view_as=subscriber
Difference Between Data Science, Machine Learning, Artificial Intelligence and Deep Learning
Difference Between Data Science, Machine Learning, Artificial Intelligence, and Deep Learning is explained along with examples. Introduction to Chatbots and Natural Language Processing.
YouTube Video
https://youtu.be/kE7X190oKTQ
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Applications of Machine Learning
This episode discusses various applications of Machine Learning ranging from Banking, healthcare, stock markets, Commercial world to Quantum Physics. Explained with help of Examples and use case applications.
For more Videos
https://www.youtube.com/channel/UCh3IeGHegUhWPmxNG0EYebw?view_as=subscriber
If you like Reading
Types of Machine Learning
Explore different types of Machine Learning, supervised, unsupervised and semi-supervised machine learning along with well-explained examples.
Explore more on YouTube
https://www.youtube.com/channel/UCh3IeGHegUhWPmxNG0EYebw?view_as=subscriber
Website
Introduction to Machine Learning
What is Machine Learning, why is it called Machine Learning? Machine Learning explained in a very simple manner.
Connect for more details:
https://www.youtube.com/channel/UCh3IeGHegUhWPmxNG0EYebw?view_as=subscriber
Website:
Introduction to Podcast
This episode is the introduction to the podcast, the Machine Learning journey we shall take together, details of the episodes. These Episodes are of short duration just to keep it simple. Explained with the help of Examples in a very simple language striking a balance between the technical terms and the using them appropriately were ever needed, backed with a simple explanation. The episodes will surely make life easy for you all. I hope to give my best.
Stay Tuned.
YouTube Channel:
https://www.youtube.com/channel/UCh3IeGHegUhWPmxNG0EYebw?view_as=subscriber
Website: