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Markdown RepositoryEverything you need to know about deep learning in 30 days.
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Basics of Python and Machine Learning All you need know
Basic Python syntax, covering variables, data types, loops, and conditionals with examples and explanations.
19 JANUARY 2025
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Setting up a Python environment in all operating systems
How can you set up a Python environment in all operating systems?
24 JANUARY 2025
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The basics of using Matplotlib and Seaborn for data visualization
We'll cover how to create basic plots such as line plots, bar plots...
24 JANUARY 2025
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Introduction to Machine Learning with some key concepts and examples
We'll cover the basics of machine learning, and then we'll walk through ...
24 JANUARY 2025
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Linear Regression and Logistic Regression, including their concepts
Exploring the mathematical foundations of linear and logistic regression in ...
24 JANUARY 2025
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Basic steps to implement a Logistic Regression model using Scikit-Learn
For dataset, will use Iris dataset, which is commonly used for classification tasks
24 JANUARY 2025
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Data preprocessing is a crucial step in the data analysis and machine learning pipeline
Common preprocessing techniques include scaling, normalization, and encoding.......
24 JANUARY 2025
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Basics of Neural Networks and understand the key components
A neural network is a computational model inspired by the way biological neural networks..
26 JANUARY 2025
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Basic Classification with a Neural Network with Keras and TensorFlow
Keras models are typically built using the Sequential API or the Functional API
26 JANUARY 2025
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Building Simple Neural Network(NN) from Scratch with Python
Today we are going to build and train a simple neural network using the MNIST dataset...
26 JANUARY 2025
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Practical Concepts in Deep Learning for Beginners with TensorFlow and Keras
We'll cover the basics of deep learning, and then we'll walk through...
26 JANUARY 2025
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Implementation of dropout and batch normalization in a neural network model
We'll cover the basics of dropout and batch normalization, and then we'll walk through...
26 JANUARY 2025
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Convolutional Neural Networks (CNNs) are a powerful type of Neural Network
Let's build and train a simple CNN using Python and the popular deep learning library...
26 JANUARY 2025
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Evaluating the performance of a Convolutional Neural Network (CNN)
Evaluating the performance of a CNN is crucial to understand how well the model is performing...
26 JANUARY 2025
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Improving the performance and robustness of Machine Learning Model
Data augmentation is a technique used to artificially increase the size of a dataset...
26 JANUARY 2025
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