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Hackers Realm Blog
Hackers Realm
Aug 20, 20235 min read
Extract Features from Audio File | MFCC | Deep Learning | Python
MFCC stands for Mel-Frequency Cepstral Coefficients.It is a widely used feature extraction technique in the field of audio signal processing
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Hackers Realm
Aug 20, 20235 min read
Extract Features from Image using Pretrained Model | Deep Learning | Python
Extracting features from images using a pre-trained model is common technique in transfer learning which saves time and improve performance.
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Hackers Realm
Aug 20, 202315 min read
Text Preprocessing Techniques in NLP | Complete Tutorial | Python
Text preprocessing involves cleaning and transforming raw text data into a format that is more suitable for analysis and machine learning
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Hackers Realm
Aug 7, 20238 min read
Word Embedding using GloVe | Feature Extraction | NLP | Python
Explore GloVe word embedding for NLP in Python. Learn feature extraction, transforming words into vector representations. #GloVe #Python
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Hackers Realm
Aug 7, 20234 min read
Feature Extraction using Word2Vec | NLP | Python
Word2Vec is a NLP technique for learning word embeddings which are dense numerical representations of words in a continuous vector space
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Hackers Realm
Jul 31, 20234 min read
Feature Extraction of Text Data using Bag of Words | NLP | Python
A bag-of-words is a representation of text that describes the occurrence of words within a document.
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Hackers Realm
Jul 24, 20238 min read
Dimensionality Reduction using PCA vs LDA vs t-SNE vs UMAP | Machine Learning | Python
Explore Dimensionality Reduction: PCA vs LDA vs t-SNE vs UMAP in Python. Compare techniques to transform high-dimensional data.
1,861 views0 comments
Hackers Realm
Jul 24, 202310 min read
Ensemble Techniques in Machine Learning | Python
Boost model performance with Ensemble Techniques in Python. Explore bagging, boosting, & stacking to create powerful machine learning models
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Hackers Realm
Jul 17, 20238 min read
Handle Imbalanced classes in Dataset | Machine Learning | Python
Handling imbalanced classes involves applying techniques such as resampling, class weighting, and algorithm selection to mitigate the bias.
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Hackers Realm
Jul 17, 202311 min read
How to Fill Missing Values in Dataset | Machine Learning | Python
Filling missing values in a dataset is an essential step in data preprocessing to ensure the accuracy and reliability of your analysis.
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Hackers Realm
Jul 11, 20239 min read
Detect and Remove Outliers in the Data | Machine Learning | Python
Detecting and removing outliers is an important step in data analysis and can help improve the accuracy of statistical models.
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Hackers Realm
Jul 8, 20234 min read
Target/Mean Encoding for Categorical Attributes | Machine Learning | Python
Mean encoding, also known as target encoding, is a technique used to encode categorical attributes in machine learning models
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Hackers Realm
Jul 8, 20234 min read
Feature Selection using Recursive Feature Elimination | Machine Learning | Python
Recursive Feature Elimination (RFE) is a feature selection technique used to select the most relevant features from a given dataset
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Hackers Realm
Jun 21, 20235 min read
Feature Selection using Chi Square (Category) | Machine Learning | Python
Chi-square is a statistical method used to identify and select the most relevant features or variables from a dataset
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Hackers Realm
Jun 21, 20233 min read
Feature Selection using Correlation Matrix (Numerical) | Machine Learning | Python
The correlation matrix measures the linear relationship between pairs of features in a dataset. A correlation value ranges from -1 to 1.
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Hackers Realm
Jun 21, 20236 min read
Normalize data using Max Absolute & Min Max Scaling | Machine Learning | Python
Normalizing data is a common preprocessing step in machine learning. Commonly used normalization methods are Max Absolute and MinMax Scaling
1,622 views0 comments
Hackers Realm
Jun 4, 202312 min read
Mastering Machine Learning with PySpark | Loan Prediction | Python
Master PySpark for machine learning! Explore loan prediction with Python, PySpark, and harness the power of big data. #PySpark #Python
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Hackers Realm
Jun 1, 202314 min read
Mastering OpenAI GPT-3 & 3.5 : A Comprehensive Guide to Overview, API, Examples and Fine Tuning
Unlock the potential of OpenAI GPT-3 & 3.5! This comprehensive guide covers overview, API, examples, and fine-tuning techniques. #OpenAI
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Hackers Realm
May 29, 202314 min read
Anime Face Generation using DCGAN | Keras Tensor flow | Deep Learning | Python
Create stunning anime faces with Python! Dive into Deep Convolutional GANs using Keras. Unleash your creativity in anime face generation.
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Hackers Realm
May 23, 202311 min read
Deep CNN Autoencoder for Image Compression & Denoising | Deep Learning | Python Tutorial
This tutorial explores Deep CNN Autoencoder for Image Compression & Denoising, enabling efficient and accurate image processing using python
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