diff --git a/docs/algorithms/machine-learning/boosting/index.md b/docs/algorithms/machine-learning/boosting/index.md index 249f1ae4..cedb89a6 100644 --- a/docs/algorithms/machine-learning/boosting/index.md +++ b/docs/algorithms/machine-learning/boosting/index.md @@ -1,11 +1,12 @@ # Boosting 🤖 -
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Lighrt Gradient Boosting Machine

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Powerful gradient-boosting framework that can be used for both regression and classification tasks.

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📅 2025-01-10 | ⏱️ 4 mins

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diff --git a/docs/algorithms/machine-learning/data-preprocessing/index.md b/docs/algorithms/machine-learning/data-preprocessing/index.md index 2801c7d3..c09bd471 100644 --- a/docs/algorithms/machine-learning/data-preprocessing/index.md +++ b/docs/algorithms/machine-learning/data-preprocessing/index.md @@ -1,11 +1,40 @@ # Data Pre-processing 🤖 -
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Encoding

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Process of converting categorical data into numerical values

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Imputation

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Technique that replaces missing values in a dataset with estimated values.

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Scaling and Normalization

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Techniques that transform numerical data values into a common scale.

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diff --git a/docs/algorithms/machine-learning/index.md b/docs/algorithms/machine-learning/index.md index c2bb76d8..b7bca1d4 100644 --- a/docs/algorithms/machine-learning/index.md +++ b/docs/algorithms/machine-learning/index.md @@ -1,2 +1,50 @@ # Machine Learning 🤖 + +
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Boosting

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Modeling technique that attempts to build a strong classifier from the number of weak classifiers.

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Data Preprocessing

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Technique that is used to convert the raw data into a clean data set.

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Supervised

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Uses labeled datasets to train algorithms to predict outcomes and recognize patterns.

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Unsupervised

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Uses algorithms to analyze unlabeled data without human intervention

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diff --git a/docs/algorithms/natural-language-processing/index.md b/docs/algorithms/natural-language-processing/index.md index 2ba3ae9c..b29b87ca 100644 --- a/docs/algorithms/natural-language-processing/index.md +++ b/docs/algorithms/natural-language-processing/index.md @@ -1,2 +1,105 @@ -# Natural Language Processing 🗣️ +# Natural Language Processing 🗣️ +
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Bag Of Words

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Representation of text that is based on an unordered collection.

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📅 2025-01-10 | ⏱️ 3 mins

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Fast Text

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From Facebook AI Research(FAIR) for learning word embeddings and word classifications.

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📅 2025-01-15 | ⏱️ 7 mins

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Gloabl Vectors

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Unsupervised learning algorithm for obtaining vector representations for words.

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📅 2025-01-15 | ⏱️ 4 mins

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NLP Introduction

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Enables computers to comprehend, generate, and manipulate human language.

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📅 2025-01-15 | ⏱️ 3 mins

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NLTK Setup

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Working with human language data.

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📅 2025-01-10 | ⏱️ 2 mins

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Text Pre-Processing Techniques

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Cleaning and preparing raw text data for further analysis or model training.

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📅 2025-01-15 | ⏱️ 4 mins

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Term Frequency-Inverse Document Frequency

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Measure of importance of a word to a document.

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📅 2025-01-15 | ⏱️ 3 mins

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Transformers

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Deep neural network architecture.

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📅 2025-01-15 | ⏱️ 4 mins

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Word2Vec

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Creates vector representations of words.

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📅 2025-01-15 | ⏱️ 3 mins

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Word Embeddings

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Numeric representations of words in a lower-dimensional space.

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📅 2025-01-15 | ⏱️ 3 mins

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diff --git a/docs/algorithms/statistics/index.md b/docs/algorithms/statistics/index.md index f4cf4a4f..bd30fc6e 100644 --- a/docs/algorithms/statistics/index.md +++ b/docs/algorithms/statistics/index.md @@ -1,2 +1,50 @@ # Statistics 📃 +
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Descriptive

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Describe our data in some meaningful manner

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Inferential

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Uses sample data to draw conclusions about a larger population.

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Metrics and Losses

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Quantify how well your model matches the actual data

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Probabilty

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Possibility of the outcome of any random event.

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diff --git a/docs/projects/computer-vision/index.md b/docs/projects/computer-vision/index.md index 2780e68a..ac79e7df 100644 --- a/docs/projects/computer-vision/index.md +++ b/docs/projects/computer-vision/index.md @@ -2,6 +2,26 @@
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Black and White Image Colorizer

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Taking an input grayscale image and then producing an output colorized image

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📅 2025-01-10 | ⏱️ 2 mins

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Music Genre Classification Model

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Identify the genre of a song by analyzing its audio signal.

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📅 2025-01-15 | ⏱️ 3 mins

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+ + OpenCV Logo diff --git a/docs/projects/machine-learning/index.md b/docs/projects/machine-learning/index.md index c2bb76d8..40ed1800 100644 --- a/docs/projects/machine-learning/index.md +++ b/docs/projects/machine-learning/index.md @@ -1,2 +1,77 @@ # Machine Learning 🤖 +
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Air Quality Prediction

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Determining the air quality index.

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📅 2025-01-10 | ⏱️ 4 mins

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Cardiovascular Disease Prediction

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Predict cardiovascular disease (CVD) by analyzing health records.

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📅 2025-01-15 | ⏱️ 7 mins

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Health Insurance Cross Sell Prediction

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Predict whether the customers from past year will also be interested in Vehicle Insurance provided by the company./p> +

📅 2025-01-15 | ⏱️ 5 mins

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Poker Hand Prediction

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Create classifiers than can classify a 5- cards poker hand.

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📅 2025-01-15 | ⏱️ 5 mins

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Sleep Quality Prediction

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Predict the quality of sleep based on actigraphy data from awake periods.

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📅 2025-01-15 | ⏱️ 2 mins

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Used Car Price Prediction

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Predict the price of a used car.

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📅 2025-01-15 | ⏱️ 6 mins

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Heart Disease Detection Model

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Detect heart disease by analyzing patient data and healthcare records.

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📅 2025-01-15 | ⏱️ 4 mins

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diff --git a/docs/projects/natural-language-processing/index.md b/docs/projects/natural-language-processing/index.md index 2ba3ae9c..8f2891d4 100644 --- a/docs/projects/natural-language-processing/index.md +++ b/docs/projects/natural-language-processing/index.md @@ -1,2 +1,46 @@ # Natural Language Processing 🗣️ +
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Email Spam Detection

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Used to detect email spam.

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📅 2025-01-10 | ⏱️ 4 mins

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Name Entity Recognition

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Identifies and classifies important information in text.

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📅 2025-01-15 | ⏱️ 3 mins

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Next Word Predictor

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Identifying the most likely word to follow a given string of words./p> +

📅 2025-01-15 | ⏱️ 4 mins

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Twitter Sentiment Analysis

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Determines negative, positive, or neutral emotions within the text of a tweet

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📅 2025-01-15 | ⏱️ 4 mins

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