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Udemy - Machine Learning On Google Cloud - Sequence And Text Models
TORRENT SUMMARY
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Language: English | Size: 1.65 GB | Duration: 3h 29m
Advanced Machine Learning on Google Cloud: Sequence Models & NLP (Natural Language Processing) on Google Cloud
What you'll learn
Introduction to getting started with Google Cloud Platform (GCP)
Reading in and processing text data within GCP
Implement common natural language processing (NLP) techniques such as entity analysis and keyword detection on text data
Carry out text classification using deep leaning models
Getting started with OpenAI for Large Language Model (LLM) based text analysis
Requirements
Should have prior experience of Python data science
Prior experience of statistical and machine learning techniques will be beneficial
Should have an interest in extracting insights from text analysis
Should have an interest in applying machine learning models on text data
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FILE LIST
Filename
Size
~Get Your Files Here !/1 - Introduction To the Course/1 - Welcome To the Course.mp4
25.6 MB
~Get Your Files Here !/1 - Introduction To the Course/2 - Data and Code.html
296 B
~Get Your Files Here !/1 - Introduction To the Course/3 - Python Installation.mp4
42.6 MB
~Get Your Files Here !/1 - Introduction To the Course/4 - Installing Packages In Google Colab.mp4
28.6 MB
~Get Your Files Here !/2 - An Overview of Google Cloud Platform GCP/10 - GCP Buckets.mp4
31.1 MB
~Get Your Files Here !/2 - An Overview of Google Cloud Platform GCP/11 - Virtually Speaking Virtual Machines VMs.mp4
41.9 MB
~Get Your Files Here !/2 - An Overview of Google Cloud Platform GCP/12 - Nuts and Bolts of Google Big Query.mp4
37.6 MB
~Get Your Files Here !/2 - An Overview of Google Cloud Platform GCP/5 - Where to Start.mp4
25 MB
~Get Your Files Here !/2 - An Overview of Google Cloud Platform GCP/6 - Lets Look at the GCP Interface And Accessing the Free Trial.mp4
17.1 MB
~Get Your Files Here !/2 - An Overview of Google Cloud Platform GCP/7 - Permissions and Access.mp4
16.5 MB
~Get Your Files Here !/2 - An Overview of Google Cloud Platform GCP/8 - Some Components of GCP Machine Learning.mp4
17.7 MB
~Get Your Files Here !/2 - An Overview of Google Cloud Platform GCP/9 - GCP and Machine Learning APIs.mp4
17.7 MB
~Get Your Files Here !/3 - PythonJupyter Notebooks and GCP/13 - Working With Jupyter Notebooks The Vertex Way.mp4
46.5 MB
~Get Your Files Here !/3 - PythonJupyter Notebooks and GCP/14 - Work With JupyterLab.mp4
20.8 MB
~Get Your Files Here !/3 - PythonJupyter Notebooks and GCP/15 - Quick Access.mp4
4 MB
~Get Your Files Here !/3 - PythonJupyter Notebooks and GCP/16 - PreInstall Tensorflow.mp4
14.9 MB
~Get Your Files Here !/3 - PythonJupyter Notebooks and GCP/17 - Access Data From Buckets To JupyetrLab.mp4
30.7 MB
~Get Your Files Here !/3 - PythonJupyter Notebooks and GCP/18 - Start With Google Colaboratory Environment.mp4
40.4 MB
~Get Your Files Here !/3 - PythonJupyter Notebooks and GCP/19 - Google Colabs and GPU.mp4
30.2 MB
~Get Your Files Here !/3 - PythonJupyter Notebooks and GCP/20 - Accessing A Single CSV From GCP Buckets Into Colab.mp4
37.8 MB
~Get Your Files Here !/3 - PythonJupyter Notebooks and GCP/21 - Multiple PDFs.mp4
31.6 MB
~Get Your Files Here !/4 - Set Up Your Text Modelling Environment/22 - Get Access To the OpenAI API.mp4
18.6 MB
~Get Your Files Here !/4 - Set Up Your Text Modelling Environment/23 - Sign Up For HuggingFace.mp4
22.9 MB
~Get Your Files Here !/4 - Set Up Your Text Modelling Environment/24 - Introduction to LangChain.mp4
36.7 MB
~Get Your Files Here !/5 - Text Data Ingestion and PreProcessing/25 - Read in a PDF.mp4
63.3 MB
~Get Your Files Here !/5 - Text Data Ingestion and PreProcessing/26 - Read in Multiple PDFs.mp4
54.9 MB
~Get Your Files Here !/5 - Text Data Ingestion and PreProcessing/27 - Basic Text Cleaning.mp4
55.1 MB
~Get Your Files Here !/5 - Text Data Ingestion and PreProcessing/28 - Text Cleaning With NLTK.mp4
36 MB
~Get Your Files Here !/6 - Natural Language Processing NLP Analysis/29 - NLP.mp4
18.6 MB
~Get Your Files Here !/6 - Natural Language Processing NLP Analysis/30 - Keyword Extraction.mp4
23.1 MB
~Get Your Files Here !/6 - Natural Language Processing NLP Analysis/31 - TFIDF.mp4
22.9 MB
~Get Your Files Here !/6 - Natural Language Processing NLP Analysis/32 - Document Similarity.mp4
46.4 MB
~Get Your Files Here !/6 - Natural Language Processing NLP Analysis/33 - Text Similarity.mp4
45.3 MB
~Get Your Files Here !/6 - Natural Language Processing NLP Analysis/34 - Text Similarity With Transformers.mp4
27.7 MB
~Get Your Files Here !/6 - Natural Language Processing NLP Analysis/35 - Named Entity Recognition NER.mp4
64.4 MB
~Get Your Files Here !/6 - Natural Language Processing NLP Analysis/36 - Named Entity Linking NEL.mp4
19.8 MB
~Get Your Files Here !/7 - Text Classification/37 - LSTM Theory.mp4
48.5 MB
~Get Your Files Here !/7 - Text Classification/38 - Preliminary Steps.mp4
59.8 MB
~Get Your Files Here !/7 - Text Classification/39 - Text Data Formatting.mp4
22.4 MB
~Get Your Files Here !/7 - Text Classification/40 - Of Encoding and Padding.mp4
13.2 MB
~Get Your Files Here !/7 - Text Classification/41 - Building the LSTM Model.mp4
75 MB
~Get Your Files Here !/7 - Text Classification/42 - Install DistiBERT.mp4
79.3 MB
~Get Your Files Here !/7 - Text Classification/43 - Build a Classification Model.mp4
63.4 MB
~Get Your Files Here !/8 - Miscellaneous Lectures/44 - Introduction to Numpy.mp4
29.9 MB
~Get Your Files Here !/8 - Miscellaneous Lectures/45 - What Is Pandas.mp4
74.9 MB
~Get Your Files Here !/8 - Miscellaneous Lectures/46 - Basic Data Cleaning With Pandas.mp4
34.4 MB
~Get Your Files Here !/8 - Miscellaneous Lectures/47 - Dictionary.mp4
