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Machine Learning, Data Sciences, Artificial Intelligence (AI), Natural…
Machine Learning
Algorithms
Decision tree
SVM algorithm
Logistic regression
Naive Bayes algorithm
Linear regression
KNN algorithm
K-means
Random forest algorithm
Dimensionality reduction algorithms
Gradient boosting algorithm and AdaBoosting algorithm
Data Visualization
Excel
SQL
Tableau
Programming
Python
Python LIbraries
Matplotlib
Seaborn
Pandas
Tensorflow
Numpy
Theano
OpenCV
Computer Vision
Image Formation
Recognition
Segmentation
Kernel - (using basic from Linear Algebra)
CNN
Keras
Scikit learn
PyTorch
Flask
Django
Dash
Fundamental Python
OOP (Obejct Orient Programming)
Consuntor
Deconsuntor
Inherace
Functions
Hight Order Function
user-defined
Build In Funtion
Data Type
Set and frozenset
Dictionary
Tuple
List
Basic Data Type
String
Float
Integer
SQL
SELECT .. FROM ...
SELECT .. FROM ..
SELECT DISCTINCT .. FROM ..
SELECT .. FROM .. LIMIT ...
Structured Query Language
What Is SQL
Why Learn SQL
Aplication on Techology Industry
Relations Database System
What Is RDBMS
Hiaraki relation
Table And Columns
Filter
Using WHERE In SQL
Operator OR & AND
R
Mongo DB
Classified Machine Learning
Unsupervised Machine Learning
Semi-supervised Machine Learning
Supervised Machine Learning
Reinforcement Machine Learning
Fundamental
Probability & Statistics
Co-Variance
Correlation
Standard Deviation and Variance
Skewness
Mean, Mode and Median
Random Variables
Categorical & Numerical Data
Distributions
Classic Probability
Conditional Probability
Linear Algebra in Probability & Statistics
CALCULUS:!:
Integral
Limit & Continuity
Functions & Any types of Function
Matrix
Derivative & Differentiability
Linear Algebra
Eigenvalues and Eigenvectors
Singular value Decomposition (SVD) :!!: IMPORTANT
Orthogonality
Linear Transformation
Dterminants
Complex Vectors and Matrices
Vectorspace
Numerical Linear Algebra
Fundamental Vectors & Matrices
Data Sciences
Data Enginer
Linux
Data Analytics
Artificial Intelligence (AI)
Deep Learning
Natural Language Processing (NLP)
Computer Neural Networks (CNN)
Prefix and Alias
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