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Akshar Rastogi
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Jun 29, 2021

Logistic Regression:From Scratch

Statutory Warning- Logistic Regression is a Classification Algorithm! Just because there is a word Regression in it’s name it dosen’t mean i Logistic Regression is a classification algorithm it is an of advancement to overcome a shortcoming of linear regression.Linear Regression is used to find regression results but what if…

Logistic Regression

2 min read

Logistic Regression:F
Logistic Regression:F

Jun 27, 2021

Naive Bayes: Implementation from scratch.

There are two statistical theorems or philosophies Bayesian and Frequentist. A frequentist will relate any occurrence with past events happenings and any unknown will be related. Bayesian approves that every factor will somehow relate to the occurrence of an event and any unknown will be treated probabilistically i.e. …

3 min read

Naive Bayes: Implementation from scratch.
Naive Bayes: Implementation from scratch.

Jun 25, 2021

K Nearest Neighbor Algorithm: Explained from Scratch.

K Nearest Neighbor is a supervised machine learning algorithm which means it uses predefined classes in which objects are assigned.(P.S -The reference of Charts and Formula is from Springer’s An Introduction to Statistical Learning) Why K-Nearest Neighbor is used? K Nearest Neighbor is a kind of advancement in Naive Bayes…

Knn Classification

4 min read

K Nearest Neighbor Algorithm: Explained from Scratch.
K Nearest Neighbor Algorithm: Explained from Scratch.

Jun 23, 2021

Linear Regression & Gradient Descent : Described Simply without Scikit Library Implementation

First thing first, What actually here Linear and Regression means and why and where we should use them!!?? (Not like other blogs that will begin with it’s the most widely used and blah, blah..).p.s- …

6 min read

Linear Regression & Gradient Descent : Described Simply without Scikit Library Implementation
Linear Regression & Gradient Descent : Described Simply without Scikit Library Implementation

Jun 22, 2021

Linear Algebra

Linear Algebra is that branch of mathematics that helps us understand coordinates & plane visualizations by performing algebraic operations. The representation of coordinates and planes is done by matrices, points & vectors. Why Linear Algebra in Machine Learning? Linear Algebra relates variables(Dependent Variables, Independent Variables, and Target Variables) by a…

3 min read

Linear Algebra
Linear Algebra

Jun 15, 2021

Data Preprocessing: Understanding the most time-consuming process.

Data occurs only after the data collection process is completed. Data collection is not necessarily easy going and constant process. …

Data Cleaning

3 min read

Data Preprocessing: Understanding the most time-consuming process.
Data Preprocessing: Understanding the most time-consuming process.

Jun 14, 2021

OpenCV : Computer Vision Library in Python

Computer Vision is the field in artificial intelligence that deals with the interpretation and understanding of images as computational data by computers. Using computer vision , computers can identify and recognize images for various practical uses such as face unlocks, autonomous vehicles, etc. OpenCV-Python makes use of Numpy, which is…

Opencv

2 min read

OpenCV : Computer Vision Library in Python
OpenCV : Computer Vision Library in Python

Jun 11, 2021

Visualization in Python

Plotting is the visual way of understanding our data. It gives us a clear idea of what information means and it even makes us identify and see relationships between variables. Visualization shrinks the spread of data from spreadsheets/CSV to a plot/map. Matplotlib is the first word that is synonymous with…

Visualization

4 min read

Visualization in Python
Visualization in Python

Jun 10, 2021

Just Basic Pandas(Bonus Included!)

Every Machine Learning task begins with data. The data we obtain is not ready for model feeding it has to go through data preparation known as data-preprocessing. Pandas is a very versatile and powerful data handling library in python. …

Pandas

3 min read

Just Basic Pandas(Bonus Included!)
Just Basic Pandas(Bonus Included!)

Jun 9, 2021

NumPy — Programming at Multi Dimensions.

NumPy is a Python library that helps to deal with multi-dimensional arrays, matrices, vectors along high computational mathematical formulas and concepts. Wiki Installing Numpy Numpy is pre-installed in Google Colab. Here the code snippet of installing NumPy in Colaboratory. !pip install numpy Python List vs NumPy Array A numpy array…

2 min read

NumPy — Programming at Multi Dimensions.
NumPy — Programming at Multi Dimensions.
Akshar Rastogi

Akshar Rastogi

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