Certificates

Specialization: Mathematics for Machine Learning and Data Science
DeepLearning.AI
Probability & Statistics for Machine Learning & Data Science
DeepLearning.AI
Achieved rating: 99.33 %
Calculus for Machine Learning and Data Science
DeepLearning.AI
Achieved rating: 98.81 %
Linear Algebra for Machine Learning and Data Science
DeepLearning.AI
Achieved rating: 100 %
Generative AI with Large Language Models
DeepLearning.AI
Achieved rating: 100 %
Specialization: Machine Learning Engineering for Production (MLOps)
DeepLearning.AI
Deploying Machine Learning Models in Production
DeepLearning.AI
Achieved rating: 99.75 %
Machine Learning Modeling Pipelines in Production
DeepLearning.AI
Achieved rating: 100 %
Machine Learning Data Lifecycle in Production
DeepLearning.AI
Achieved rating: 100 %
Introduction to Machine Learning in Production
DeepLearning.AI
Achieved rating: 100 %


Spezialisierung: Deep Learning
DeepLearning.AI
Sequence Models
DeepLearning.AI
Achieved rating: 98 %
Convolutional Neural Networks
DeepLearning.AI
Achieved rating: 98.50 %
Structuring Machine Learning Projects
DeepLearning.AI
Achieved rating: 83.33 %
Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization
DeepLearning.AI
Achieved rating: 97.33%
Neural Networks and Deep Learning
DeepLearning.AI
Achieved rating: 94.60 %
Self-Driving Car Engineer
Computer vision and deep learning, recognition of lane lines. Prediction of steering angles and more. Sensor fusion. Programming a self-driving car with ROS (Robot Operating System) in a team.
https://github.com/tobiassteidle/CarND-Capstone
https://github.com/tobiassteidle/CarND-Vehicle-Detection
https://github.com/tobiassteidle/CarND-Behavioral-Cloning
https://github.com/tobiassteidle/CarND-Advanced-Lane-Lines
https://github.com/tobiassteidle/Traffic-light-classifier
https://github.com/tobiassteidle/CarND-Semantic-Segmentation
https://github.com/tobiassteidle/CarND-Path-Planning-Project
https://github.com/tobiassteidle/CarND-MPC-Project
https://github.com/tobiassteidle/CarND-PID-Control-Project
https://github.com/tobiassteidle/CarND-Kidnapped-Vehicle-Project
https://github.com/tobiassteidle/CarND-Unscented-Kalman-Filter-Project
https://github.com/tobiassteidle/CarND-Extended-Kalman-Filter-Project

Machine Learning Engineer
Supervised und Unsupervised Learning. Neuronale Netze – Convolutional neural Networks, Recurrent neural Networks, Deep neural Networks.
https://github.com/tobiassteidle/MLND_Capstone
https://github.com/tobiassteidle/MLND_Quadcopter
https://github.com/tobiassteidle/MLND_Dog-Breed-Classifier
https://github.com/tobiassteidle/MLND_Customer_segments
https://github.com/tobiassteidle/MLND_CharityML
https://github.com/tobiassteidle/MLND_Predict-Boston-House-Pricing

Deep Reinforcement Learning
Deep Q-Networks (DQN) to Deep Deterministic Policy Gradients (DDPG). Training agents for complex tasks such as walking, driving, etc.
https://github.com/tobiassteidle/DRLND_P3_Collaboration-and-Competition
https://github.com/tobiassteidle/DRLND_P2_Continuous-Control
https://github.com/tobiassteidle/DRLND_P1_Navigation

Computer Vision
From basic image processing to building and adapting convolutional neural networks. Image processing tasks such as image captioning and object tracking.
https://github.com/tobiassteidle/CVND_P3_Implement_SLAM
https://github.com/tobiassteidle/CVND_P2_Image_Captioning
https://github.com/tobiassteidle/CVND_P1_Facial_Keypoints

Natural Language Processing
Natural language processing techniques to process speech and analyze text. Probabilistic and deep learning models, such as hidden Markov models and recurrent neural networks, to teach the computer to perform tasks such as speech recognition, machine translation, etc.
https://github.com/tobiassteidle/NLPND_P3_DNN-Speech-Recognizer
https://github.com/tobiassteidle/NLPND_P2_Machine-Translation
https://github.com/tobiassteidle/NLPND_P1_HMM-Tagger

Robotic Software Engineer
Development of software to control robots on the basis of ROS (Robot Operating System). Localization and mapping techniques (SLAM). Navigation and path planning.
https://github.com/tobiassteidle/RoboND_P1_Build-My-World
https://github.com/tobiassteidle/RoboND_P2_Go-Chase-It
https://github.com/tobiassteidle/RoboND_P3_Where-Am-I
https://github.com/tobiassteidle/RoboND_P4_Map-My-World
https://github.com/tobiassteidle/RoboND_P5_Home-Service-Robot
https://github.com/tobiassteidle/RoboND-SLAM

Blockchain Developer
Basics of the blockchain platform. Create your own private blockchain and secure a digital asset with the blockchain identity. Develop smart contracts based on the Ethereum platform with Solidity. Development of decentralized applications DApp.
https://github.com/tobiassteidle/BDND_Capstone
https://github.com/tobiassteidle/BDND_Flightsurety
https://github.com/tobiassteidle/BDND_Blockchain-Supply-Chain
https://github.com/tobiassteidle/BDND_P5_Decentralized-Star-Notary-Service
https://github.com/tobiassteidle/BDND_P4_Private-Blockchain-Notary-Service
https://github.com/tobiassteidle/BDND_P3_RESTful-Web-API
https://github.com/tobiassteidle/BDND_P2_Private-Blockchain
https://github.com/tobiassteidle/BDND_Exercises

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