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TORRENT DETAILS
Google Certified Professional Machine Learning Engineer
TORRENT SUMMARY
Status:
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Choose the optimal solution (ML vs non-ML, custom vs pre-packaged)
Define how the model output should solve the business problem
Identify data sources (available vs ideal)
Define ML problems (problem type, outcome of predictions, input and output formats)
Define business success criteria (alignment of ML metrics, key results)
Identify risks to ML solutions (assess business impact, ML solution readiness, data readiness)
Design reliable, scalable, and available ML solutions
Choose appropriate ML services and components
Design data exploration/analysis, feature engineering, logging/management, automation, orchestration, monitoring, and serving strategies
Evaluate Google Cloud hardware options (CPU, GPU, TPU, edge devices)
Design architectures that comply with security concerns across sectors
Explore data (visualization, statistical fundamentals, data quality, data constraints)
Build data pipelines (organize and optimize datasets, handle missing data and outliers, prevent data leakage)
Create input features (ensure data pre-processing consistency, encode structured data, manage feature selection, handle class imbalance, use transformations)
Build models (choose framework, interpretability, transfer learning, data augmentation, semi-supervised learning, manage overfitting/underfitting)
Train models (ingest various file types, manage training environments, tune hyperparameters, track training metrics)
Test models (conduct unit tests, compare model performance, leverage Vertex AI for model explainability)
Scale model training and serving (distribute training, scale prediction service)
Design and implement training pipelines (identify components, manage orchestration framework, devise hybrid or multicloud strategies, use TFX components)
Implement serving pipelines (manage serving options, test for target performance, configure schedules)
Track and audit metadata (organize and track experiments, manage model/dataset versioning, understand model/dataset lineage)
Monitor and troubleshoot ML solutions (measure performance, log strategies, establish continuous evaluation metrics)
Tune performance for training and serving in production (optimize input pipeline, employ simplification techniques)
Who this course is for:
Anyone wishing to get Google Cloud Certified Professional Machine Learning Engineer
Requirements
Some prior experience with Google Cloud and Machine Learning will help. Also if you are already certified with Google Professional Data Engineer that will help you greatly.
Last Updated 7/2023
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FILE LIST
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TutsNode.net.txt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/1 - Introduction/1 - Exam Guide Sample Questions.txt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/1 - Introduction/1 - Introduction English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/1 - Introduction/10 - Automated Machine Learning English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/1 - Introduction/11 - Evaluating AutoML Models English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/1 - Introduction/12 - ML Model Using BigQuery ML English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/1 - Introduction/13 - BigQuery ML Model Types English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/1 - Introduction/14 - Introduction to Neural Networks and Deep Learning English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/1 - Introduction/15 - Gradient Descent English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/1 - Introduction/16 - Loss Functions English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/1 - Introduction/17 - Activation Functions English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/1 - Introduction/18 - Ensemble Methods English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/1 - Introduction/2 - How to Improve Data Quality English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/1 - Introduction/3 - Exploratory Data Analysis EDA English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/1 - Introduction/4 - How EDA is Used in Machine Learning English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/1 - Introduction/5 - Data analysis and visualization English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/1 - Introduction/6 - Supervised Learning English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/1 - Introduction/7 - Linear Regression English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/1 - Introduction/8 - Logistic Regression English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/1 - Introduction/9 - Machine Learning Vs Deep Learning English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/2 - Tensorflow Tensorflow on Google Cloud/19 - Introduction to Tensorflow English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/2 - Tensorflow Tensorflow on Google Cloud/20 - Tensorflow Scalar Vector Matrix 4D Tensors English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/2 - Tensorflow Tensorflow on Google Cloud/21 - Tensorflow APIs English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/2 - Tensorflow Tensorflow on Google Cloud/22 - Tensorflows tfdataDataset APIs English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/2 - Tensorflow Tensorflow on Google Cloud/23 - TensorFlow Data Handling English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/2 - Tensorflow Tensorflow on Google Cloud/24 - Embeddings English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/2 - Tensorflow Tensorflow on Google Cloud/25 - TensorFlow 2 and the Keras Functional API English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/2 - Tensorflow Tensorflow on Google Cloud/26 - TensorFlow Extended TFX Overview English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/2 - Tensorflow Tensorflow on Google Cloud/27 - Architecture for MLOps using TensorFlow Extended Vertex AI Pipelines and Cloud English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/3 - Vertex AI/28 - Create Custom Training Jobs English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/3 - Vertex AI/29 - Export model artifacts for prediction English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/3 - Vertex AI/30 - Vertex AI Feature Store English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/3 - Vertex AI/31 - Vertex AI Model Monitoring English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/3 - Vertex AI/32 - Vertex Explainable AI English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/3 - Vertex AI/33 - Vertes AI Vizier English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/4 - BigQuery ML/34 - Feature Engineering in BigQuery English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/5 - Practice Questions Answers/35 - Answers.txt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/5 - Practice Questions Answers/35 - Part 1 10 Questions English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/5 - Practice Questions Answers/35 - QnA.txt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/5 - Practice Questions Answers/37 - Explanation.txt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/5 - Practice Questions Answers/37 - Part 3 10 Questions English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/5 - Practice Questions Answers/37 - QnA.txt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/5 - Practice Questions Answers/38 - Explanation.txt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/5 - Practice Questions Answers/38 - Part 4 10 Questions English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/5 - Practice Questions Answers/39 - Part 5 10 Questions English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/5 - Practice Questions Answers/42 - Part 8 10 Questions.mp4
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/5 - Practice Questions Answers/44 - Part 10 10 Questions English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/5 - Practice Questions Answers/45 - Part 11 10 Questions English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/5 - Practice Questions Answers/47 - Part 13 10 Questions English.vtt
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[TutsNode.net] - Google Certified Professional Machine Learning Engineer/5 - Practice Questions Answers/47 - Part 13 10 Questions.mp4
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