Udemy AI Engineer Professional Certificate Course BOOKWARE-BOOKTIME

BOOKTIME
url: https://www.udemy.com/course/ai-engineer-professional-certificate-course/

192M	Chapter_1-Introduction_to_Course_and_Instructor
83M	Chapter_1-Introduction_to_Course_and_Instructor/1 What You’ll Learn in the AI Engineer Professional Certificate Course.mp4
110M	Chapter_1-Introduction_to_Course_and_Instructor/2 Day 1 Introduction to Hyperparameter Tuning.mp4
1.2G	Chapter_2-Model_Tuning_and_Optimization
137M	Chapter_2-Model_Tuning_and_Optimization/3 Day 2 Grid Search and Random Search.mp4
245M	Chapter_2-Model_Tuning_and_Optimization/4 Day 3 Advanced Hyperparameter Tuning with Bayesian Optimization.mp4
117M	Chapter_2-Model_Tuning_and_Optimization/5 Day 4 Regularization Techniques for Model Optimization.mp4
103M	Chapter_2-Model_Tuning_and_Optimization/6 Day 5 Cross-Validation and Model Evaluation Techniques.mp4
172M	Chapter_2-Model_Tuning_and_Optimization/7 Day 6 Automated Hyperparameter Tuning with GridSearchCV and RandomizedSearchCV.mp4
208M	Chapter_2-Model_Tuning_and_Optimization/8 Day 7 Optimization Project – Building and Tuning a Final Model.mp4
213M	Chapter_2-Model_Tuning_and_Optimization/9 Day 1 Introduction to Convolutional Neural Networks.mp4
988K	Chapter_2-Model_Tuning_and_Optimization/Additional_Files
956K	Chapter_2-Model_Tuning_and_Optimization/Additional_Files/Telco-Customer-Churn.csv
4.0K	Chapter_2-Model_Tuning_and_Optimization/Additional_Files/dat2_ex.py
4.0K	Chapter_2-Model_Tuning_and_Optimization/Additional_Files/day1_ex.py
4.0K	Chapter_2-Model_Tuning_and_Optimization/Additional_Files/day3_ex.py
4.0K	Chapter_2-Model_Tuning_and_Optimization/Additional_Files/day4_ex.py
4.0K	Chapter_2-Model_Tuning_and_Optimization/Additional_Files/day5_ex.py
4.0K	Chapter_2-Model_Tuning_and_Optimization/Additional_Files/day6_ex.py
4.0K	Chapter_2-Model_Tuning_and_Optimization/Additional_Files/day7_ex.py
1.4G	Chapter_3-Convolutional_Neural_Networks_(CNNs)
190M	Chapter_3-Convolutional_Neural_Networks_(CNNs)/10 Day 2 Convolutional Layers and Filters.mp4
211M	Chapter_3-Convolutional_Neural_Networks_(CNNs)/11 Day 3 Pooling Layers and Dimensionality Reduction.mp4
143M	Chapter_3-Convolutional_Neural_Networks_(CNNs)/12 Day 4 Building CNN Architectures with Keras and TensorFlow.mp4
205M	Chapter_3-Convolutional_Neural_Networks_(CNNs)/13 Day 5 Building CNN Architectures with PyTorch.mp4
149M	Chapter_3-Convolutional_Neural_Networks_(CNNs)/14 Day 6 Regularization and Data Augmentation for CNNs.mp4
248M	Chapter_3-Convolutional_Neural_Networks_(CNNs)/15 Day 7 CNN Project – Image Classification on Fashion MNIST or CIFAR-10.mp4
276M	Chapter_3-Convolutional_Neural_Networks_(CNNs)/16 Day 1 Introduction to Sequence Modeling and RNNs.mp4
32K	Chapter_3-Convolutional_Neural_Networks_(CNNs)/Additional_Files
4.0K	Chapter_3-Convolutional_Neural_Networks_(CNNs)/Additional_Files/day1_ex.py
4.0K	Chapter_3-Convolutional_Neural_Networks_(CNNs)/Additional_Files/day2_ex.py
4.0K	Chapter_3-Convolutional_Neural_Networks_(CNNs)/Additional_Files/day3_ex.py
4.0K	Chapter_3-Convolutional_Neural_Networks_(CNNs)/Additional_Files/day4_ex.py
4.0K	Chapter_3-Convolutional_Neural_Networks_(CNNs)/Additional_Files/day5_ex.py
4.0K	Chapter_3-Convolutional_Neural_Networks_(CNNs)/Additional_Files/day6_ex.py
4.0K	Chapter_3-Convolutional_Neural_Networks_(CNNs)/Additional_Files/day7_ex.py
1.3G	Chapter_4-Recurrent_Neural_Networks_(RNNs)_and_Sequence_Modeling
213M	Chapter_4-Recurrent_Neural_Networks_(RNNs)_and_Sequence_Modeling/17 Day 2 Understanding RNN Architecture and Backpropagation Through Time (BPTT).mp4
113M	Chapter_4-Recurrent_Neural_Networks_(RNNs)_and_Sequence_Modeling/18 Day 3 Long Short-Term Memory (LSTM) Networks.mp4
53M	Chapter_4-Recurrent_Neural_Networks_(RNNs)_and_Sequence_Modeling/19 Day 4 Gated Recurrent Units (GRUs).mp4
208M	Chapter_4-Recurrent_Neural_Networks_(RNNs)_and_Sequence_Modeling/20 Day 5 Text Preprocessing and Word Embeddings for RNNs.mp4
402M	Chapter_4-Recurrent_Neural_Networks_(RNNs)_and_Sequence_Modeling/21 Day 6 Sequence-to-Sequence Models and Applications.mp4
156M	Chapter_4-Recurrent_Neural_Networks_(RNNs)_and_Sequence_Modeling/22 Day 7 RNN Project – Text Generation or Sentiment Analysis.mp4
111M	Chapter_4-Recurrent_Neural_Networks_(RNNs)_and_Sequence_Modeling/23 Day 1 Introduction to Attention Mechanisms.mp4
44K	Chapter_4-Recurrent_Neural_Networks_(RNNs)_and_Sequence_Modeling/Additional_Files
4.0K	Chapter_4-Recurrent_Neural_Networks_(RNNs)_and_Sequence_Modeling/Additional_Files/dat1_tensorflow.py
4.0K	Chapter_4-Recurrent_Neural_Networks_(RNNs)_and_Sequence_Modeling/Additional_Files/day1_pytorch.py
4.0K	Chapter_4-Recurrent_Neural_Networks_(RNNs)_and_Sequence_Modeling/Additional_Files/day2_pytorch.py
4.0K	Chapter_4-Recurrent_Neural_Networks_(RNNs)_and_Sequence_Modeling/Additional_Files/day2_tensorflow.py
4.0K	Chapter_4-Recurrent_Neural_Networks_(RNNs)_and_Sequence_Modeling/Additional_Files/day3_ex.py
4.0K	Chapter_4-Recurrent_Neural_Networks_(RNNs)_and_Sequence_Modeling/Additional_Files/day5_ex.py
8.0K	Chapter_4-Recurrent_Neural_Networks_(RNNs)_and_Sequence_Modeling/Additional_Files/day6_ex.py
4.0K	Chapter_4-Recurrent_Neural_Networks_(RNNs)_and_Sequence_Modeling/Additional_Files/day7_project.py
4.0K	Chapter_4-Recurrent_Neural_Networks_(RNNs)_and_Sequence_Modeling/Additional_Files/day_ex4.py
1.1G	Chapter_5-Transformers_and_Attention_Mechanisms
140M	Chapter_5-Transformers_and_Attention_Mechanisms/24 Day 2 Introduction to Transformers Architecture.mp4
190M	Chapter_5-Transformers_and_Attention_Mechanisms/25 Day 3 Self-Attention and Multi-Head Attention in Transformers.mp4
166M	Chapter_5-Transformers_and_Attention_Mechanisms/26 Day 4 Positional Encoding and Feed-Forward Networks.mp4
169M	Chapter_5-Transformers_and_Attention_Mechanisms/27 Day 5 Hands-On with Pre-Trained Transformers – BERT and GPT.mp4
172M	Chapter_5-Transformers_and_Attention_Mechanisms/28 Day 6 Advanced Transformers – BERT Variants and GPT-3.mp4
156M	Chapter_5-Transformers_and_Attention_Mechanisms/29 Day 7 Transformer Project – Text Summarization or Translation.mp4
119M	Chapter_5-Transformers_and_Attention_Mechanisms/30 Day 1 Introduction to Transfer Learning.mp4
216K	Chapter_5-Transformers_and_Attention_Mechanisms/Additional_Files
4.0K	Chapter_5-Transformers_and_Attention_Mechanisms/Additional_Files/day1_numpy.py
4.0K	Chapter_5-Transformers_and_Attention_Mechanisms/Additional_Files/day1_pytorch.py
4.0K	Chapter_5-Transformers_and_Attention_Mechanisms/Additional_Files/day2_ex1.py
4.0K	Chapter_5-Transformers_and_Attention_Mechanisms/Additional_Files/day2_ex2.py
4.0K	Chapter_5-Transformers_and_Attention_Mechanisms/Additional_Files/day3_ex.py
4.0K	Chapter_5-Transformers_and_Attention_Mechanisms/Additional_Files/day4_ex.py
4.0K	Chapter_5-Transformers_and_Attention_Mechanisms/Additional_Files/day5_ex.py
4.0K	Chapter_5-Transformers_and_Attention_Mechanisms/Additional_Files/day6_ex.py
4.0K	Chapter_5-Transformers_and_Attention_Mechanisms/Additional_Files/day6_ex_openai.py
4.0K	Chapter_5-Transformers_and_Attention_Mechanisms/Additional_Files/day7_ex.py
168K	Chapter_5-Transformers_and_Attention_Mechanisms/Additional_Files/transformer_encoder.png
4.0K	Chapter_5-Transformers_and_Attention_Mechanisms/Additional_Files/visualiztion_day2.py
1.1G	Chapter_6-Transfer_Learning_and_Fine_Tuning
235M	Chapter_6-Transfer_Learning_and_Fine_Tuning/31 Day 2 Transfer Learning in Computer Vision.mp4
192M	Chapter_6-Transfer_Learning_and_Fine_Tuning/32 Day 3 Fine-Tuning Techniques in Computer Vision.mp4
143M	Chapter_6-Transfer_Learning_and_Fine_Tuning/33 Day 4 Transfer Learning in NLP.mp4
225M	Chapter_6-Transfer_Learning_and_Fine_Tuning/34 Day 5 Fine-Tuning Techniques in NLP.mp4
129M	Chapter_6-Transfer_Learning_and_Fine_Tuning/35 Day 6 Domain Adaptation and Transfer Learning Challenges.mp4
155M	Chapter_6-Transfer_Learning_and_Fine_Tuning/36 Day 7 Transfer Learning Project – Fine-Tuning for a Custom Task.mp4
32M	Chapter_6-Transfer_Learning_and_Fine_Tuning/37 1 Hands-on AutoGen  IBM Bee  LangGraph  CrewAI  AutoGPT.mp4
44K	Chapter_6-Transfer_Learning_and_Fine_Tuning/Additional_Files
4.0K	Chapter_6-Transfer_Learning_and_Fine_Tuning/Additional_Files/day1_pt.py
4.0K	Chapter_6-Transfer_Learning_and_Fine_Tuning/Additional_Files/day1_tf.py
4.0K	Chapter_6-Transfer_Learning_and_Fine_Tuning/Additional_Files/day2_pt.py
4.0K	Chapter_6-Transfer_Learning_and_Fine_Tuning/Additional_Files/day2_tf.py
4.0K	Chapter_6-Transfer_Learning_and_Fine_Tuning/Additional_Files/day3_pt.py
4.0K	Chapter_6-Transfer_Learning_and_Fine_Tuning/Additional_Files/day3_tf.py
4.0K	Chapter_6-Transfer_Learning_and_Fine_Tuning/Additional_Files/day4_ex.py
4.0K	Chapter_6-Transfer_Learning_and_Fine_Tuning/Additional_Files/day5_ex.py
4.0K	Chapter_6-Transfer_Learning_and_Fine_Tuning/Additional_Files/day6_ex.py
4.0K	Chapter_6-Transfer_Learning_and_Fine_Tuning/Additional_Files/day7_cv.py
480M	Chapter_7-AI_Agents_A_Comprehensive_Overview
89M	Chapter_7-AI_Agents_A_Comprehensive_Overview/38 2 Hands-on AutoGen.mp4
128M	Chapter_7-AI_Agents_A_Comprehensive_Overview/39 3 Hands-on IBM Bee Framework.mp4
119M	Chapter_7-AI_Agents_A_Comprehensive_Overview/40 4 Hands-on LangGraph.mp4
98M	Chapter_7-AI_Agents_A_Comprehensive_Overview/41 5 Hands-on CrewAI.mp4
46M	Chapter_7-AI_Agents_A_Comprehensive_Overview/42 6 Hands-on AutoGPT.mp4
2.1M	Chapter_7-AI_Agents_A_Comprehensive_Overview/43 1 Introduction to MLOps Sessions.mp4
952M	Chapter_8-Introduction_and_Hands_on_MLOps
3.2M	Chapter_8-Introduction_and_Hands_on_MLOps/44 2 Overview of MLOps and its Importance.mp4
2.9M	Chapter_8-Introduction_and_Hands_on_MLOps/45 3 Evolution of Machine Learning Operations.mp4
4.1M	Chapter_8-Introduction_and_Hands_on_MLOps/46 4 Key Concepts in MLOps Versioning, Automation, and Monitoring.mp4
3.4M	Chapter_8-Introduction_and_Hands_on_MLOps/47 5 MLOps vs DevOps Similarities and Differences.mp4
184M	Chapter_8-Introduction_and_Hands_on_MLOps/48 6 Hands-on Set up a basic MLOps Project Structure (Git, Docker, Model Pipeline.mp4
1.4M	Chapter_8-Introduction_and_Hands_on_MLOps/49 7 Introduction to Data Science to Production Pipeline Section.mp4
7.7M	Chapter_8-Introduction_and_Hands_on_MLOps/50 8 Overview of the ML Workflow Data Preparation to Deployment.mp4
5.6M	Chapter_8-Introduction_and_Hands_on_MLOps/51 9 Experimentation vs Production.mp4
2.3M	Chapter_8-Introduction_and_Hands_on_MLOps/52 10 Challenges in Deploying ML Models.mp4
252M	Chapter_8-Introduction_and_Hands_on_MLOps/53 11 Hands-on Build an end-to-end pipeline for an ML model.mp4
1.8M	Chapter_8-Introduction_and_Hands_on_MLOps/54 12 Introduction to Infrastructure for MLOps Section.mp4
13M	Chapter_8-Introduction_and_Hands_on_MLOps/55 13 Introduction to Cloud Platforms (AWS, GCP, Azure).mp4
3.7M	Chapter_8-Introduction_and_Hands_on_MLOps/56 14 Containerization with Docker.mp4
3.6M	Chapter_8-Introduction_and_Hands_on_MLOps/57 15 Kubernetes for Orchestrating ML Workloads.mp4
3.9M	Chapter_8-Introduction_and_Hands_on_MLOps/58 16 Setting up Local MLOps Environments.mp4
445M	Chapter_8-Introduction_and_Hands_on_MLOps/59 17 Hands-on Containerize simple ML model & deploy it locally using Kubernetes.mp4
17M	Chapter_8-Introduction_and_Hands_on_MLOps/60 Congratulations and Best of Luck.mp4
17M	Chapter_9-Final_Quiz_and_Congratulations
17M	Chapter_9-Final_Quiz_and_Congratulations/61 Congratulations and Best of Luck.mp4
7.6G	total