akash_linear-regression

This is an linear approach machine learning model used to predict the values of variable(dependent) based on other variables(independent).

akashash01

artificial_neural_network

It is an network of neurons that make up a human brain, so that machine can able to learn things and make decision like humans. This deep learning model is more flexible for regression and classification problems(linear & non-linear), susceptible to overfitting.

cheatsheet_data_analysis

This is an key things has to be checked while analyzing the data's.

convolutional_neural_network

Is a deep neural network, most commonly applied to analyze visual images.

customer-ageing-analysis

A simple Dashboard report of Customer ageing analysis using Power BI.

data_clustering

This machine learning model makes, grouping a set of objects in such a way that objects in the same group(cluster) are more similar to each other than other groups(clusters).

data_forcasting

Technique(time-based model) that uses historical data as inputs to make informed estimates that are predictive in determining the future trends.

decision_tree

A very specific type of probability tree that enables you to make a decision on certain process(chance event outcomes, resources cost, utility).

hr-analytics

Power BI report created for Job application tracking(HR analysis) under certain requirements. note: Flat file converted into Star Schema(Data modelling).

indian_startups_layoff

Created an simple an Dashboard report of startups layoff in India 2023 using the data from kaggle.

kpi-analysis

Power Bi report created for KPI analysis of an Industrial machines under certain requirements.

loan-disbursement-analysis

It visually elaborate about the loan disbursements analysis under certain requirements.

logistic-regresion

This is an contrast of linear regression model, used to examine the association between the independent variable(category or contineous) with dependent variable(binary), which is an discrete outcome.

movie_recommender

This python project will recommend the movies which is quite similar to a top rated movie based on co-relation function.

navie_bayes

It's an simple probabilistic classifiers based on applying Bayes theorem with strong independence assumptions between the features. Highly effective for text sequence oriented data(independent variables).

nlp-sentiment_analysis

It's helps computer communicate with humans in their own language and scales other language-related tasks.

power-bi-report

This is an simple report of covid-19 India during the month of may2021 using power BI tools.

random_forest

It enable learning method for classification, regression and other task. Operates by building multiple decision tree ay training time. It is much more robust than Decision Tree algorithm.

restaurant-analysis

Power BI report created for Restaurant sales analysis under certain conditions and requirements.

sales-dashboard

This Power Bi report created based on sales Analysis under certain requirements.

shapeai_akash

Basic python and Deep learning - 7 days hands on bootcamp

sql-basic-table-creation

This SQL codes might useful for creating a simple Database, by creating a multiple tables.

supermarket_dashboard

This is an sales Dashboard project created using Power Bi of an supermarket sales data. Simple Descriptive Analysis.

support_vector_machine

It's an linear model for classification and regression problems. It can solve non-linear problems by creating a hyperplane which separates the data into classes using KERNAL .