What is Machine learning?
As you know we are living in a world of humans and machines humans have been evolving and learning from past experiences since millions of years, on the other hand, the era of machine and robots have just begun in today's world. These machines are the rewards are like they need to be a program before they actually follow your instructions. but what if machines started to learn on their own this is where machine learning comes into the picture.
Machine-learning of many futuristic technologies advancements in our world and today you can see various examples or implementations of machine learning around us such as Tesla's self-driving car Apple Siri.
Examples
1) When we are doing online shopping like Amazon or Flipkart when whare searching for any product after that below shows recommendations products that technology on using machine learning.
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Roadmap for Machine Learning
Define Goal: PRODUCTS or ALGORITHMS
Maths
Linear Algebra (Matrix, Vector)
Statistics
Probability
Learn Python & its Libraries
Numpy
Pandas
Learn ML Algorithms
Supervised vs Unsupervised vs Reinforcement
Linear Regression, Logistic Regression, Clustering
KNN (K Nearest Neighbours)
SVM (Support Vector Machine)
Decision Trees
Random Forests
Overfitting, Underfitting
Regularization, Gradient Descent, Slope
Confusion Matrix
Data Preprocessing (for higher accuracy)
Handling Null Values
Standardization
Handling Categorical Values
One-Hot Encoding
Feature Scaling
Learn ML libraries
Scikit learn
Matplotlib
Tensorflow for DL
Practice (Kaggle )
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