Gülsüm BudakoğluMastering Similarity Searches: Building a Faiss Index with Cosine SimilarityLearn how to create a faiss index and use the strength of cosine similarity to find cosine similarity score.Oct 28, 20231Oct 28, 20231
Gülsüm BudakoğluinArtificial Intelligence in Plain EnglishDeveloping a Diffusion DreamBooth Model on HuggingFace SpaceThe process of fine-tuning a DreamBooth model, saving it on HuggingFace Model Cards, and setting up a space using the Gradio SDK.Oct 15, 20231Oct 15, 20231
Gülsüm BudakoğluEmpowering Fine-Tuned Sentence Similarity with XGBoostBoosting Sentence Similarity Accuracy: How to Fine-Tune Pre-Trained Model and Boost Scores with XGBoost in Python: A Step-by-Step GuideOct 3, 20231Oct 3, 20231
Gülsüm BudakoğluRethinking Large Language Models for NLP: Alternatives and EfficiencyExamining alternative approaches for accurate and resource-efficient NLP solutions, moving beyond LLMs.Jun 6, 2023Jun 6, 2023
Gülsüm BudakoğluHyper-parameter Tuning Through Grid Search and OptunaGiving Information about Hyper-parameter Tuning Methods and Code Analysis of Grid Search ann OptunaMar 26, 20232Mar 26, 20232
Gülsüm BudakoğluThe Rise of Sentence-BERT: A Game-Changer for Semantic SearchExplore the differences between BERT and Sentence-BERT(S-BERT) for NLP tasks, where S-BERT enhances BERT by adding a pooling operation.Mar 8, 20231Mar 8, 20231
Gülsüm BudakoğluOptimizing Python Performance with IPython Magic CommandsProfiling and timing codes which help you identify and optimize performance bottlenecks and memory usage in your Python code.Mar 1, 20231Mar 1, 20231
Gülsüm BudakoğluFrom SentenceTransformer(): Transformer and Pooling ComponentsTransformer and Pooling components which are coming from Bert’s pre-trained model in the SentenceTransformer object.Feb 20, 20232Feb 20, 20232
Gülsüm BudakoğluCalculating sentence similarity using Bert ModelIn this post, we load the Pre-Trained model with the HuggingFace Transformers to calculate cosine similarity scores for sentences.Jan 30, 2023Jan 30, 2023
