Advanced Certificate in AI for Text Classification
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- Introduction to Natural Language Processing (NLP) and Text Classification
- Text Preprocessing Techniques: Tokenization, Stemming, Lemmatization, Stop Word Removal
- Feature Extraction Methods for Text Classification: TF-IDF, Word Embeddings (Word2Vec, GloVe, FastText)
- Machine Learning Algorithms for Text Classification: Naive Bayes, Logistic Regression, Support Vector Machines (SVM)
- Deep Learning Methods for Text Classification: Recurrent Neural Networks (RNNs), Convolutional Neural Networks (CNNs), Transformers
- Evaluation Metrics for Text Classification: Precision, Recall, F1-score, Accuracy, ROC AUC
- Advanced Text Classification Techniques: Handling Imbalanced Datasets, Ensemble Methods
- Building and Deploying a Text Classification System (Pipeline)
- Case Studies in Text Classification: Sentiment Analysis, Topic Modeling, Spam Detection
CareerPath
Career Role Description AI Text Classification Specialist ( Natural Language Processing, Machine Learning ) Develops and implements advanced text classification models, leveraging NLP and ML techniques for various applications like sentiment analysis and topic modelling.
High demand in UK tech sector.
NLP Engineer ( Text Mining, Deep Learning ) Designs and builds NLP systems, focusing on text processing, understanding, and generation.
Strong emphasis on deep learning models for improved accuracy.
Crucial role in many UK businesses.
Machine Learning Scientist ( Algorithm Development, Text Classification ) Develops and refines machine learning algorithms, including those specifically for text classification.
A highly sought-after role in the UK's growing AI industry.
Data Scientist ( Statistical Modeling, Text Analysis ) Applies statistical modeling and machine learning to large datasets, including textual data, to extract insights and build predictive models relevant to text classification.
Wide ranging applications across UK industries.
EntryRequirements
- BasicUnderstandingSubject
- ProficiencyEnglish
- ComputerInternetAccess
- BasicComputerSkills
- DedicationCompleteCourse
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- ThreeFourHoursPerWeek
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