Machine Learning from Data Preparation to Deep Learning (original) (raw)

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This course is run in German as well: Maschinelles Lernen von der Datenaufbereitung bis zum Deep Learning

"Much of what we do with machine learning happens beneath the surface. Machine learning drives our algorithms for demand forecasting, product search ranking, product and deals recommendations, merchandising placements, fraud detection, translations, and much more. Though less visible, much of the impact of machine learning will be of this type — quietly but meaningfully improving core operations.", Jeff Bezos

"Everything that civilisation has to offer is a product of human intelligence; we cannot predict what we might achieve when this intelligence is magnified by the tools that AI may provide, but the eradication of war, disease, and poverty would be high on anyone’s list. Success in creating AI would be the biggest event in human history. Unfortunately, it might also be the last.", Stephen Hawking

All our courses are made-to-measure your expectations and are conveniently scheduled and delivered at various locations: Lake Constance or Berlin in Germany, Toronto in Canada. London in England. On-site training at the location of your choice is no problem. We offer in-house training courses all over Canada and Europe, especially in Germany, Switzerland, Austria, Luxembourg, Italy, the Netherlands and England and the UK. Covering cities like Munich, Stuttgart, Frankfurt, Saarbrücken, Zürich, Bern, Basel, Luzern, Bregenz, Strasbourg, Paris, Rhome, Amsterdam, London, and Toronto in Canada.

This course has been held as an online training course since March 2020. Further Information!

This intensive course is an excellent introduction to machine learning. It covers in detail the different sub-areas of machine learning, supervised learning, unsupervised learning and reinforcement learning. Each method is explained from the ground up using simple examples that are essential for understanding the process at hand and only require knowledge of basic Python. Then the methods are worked on in a contemporary way with the (auxiliary) modules NumPy, pandas, Matplotlib and the ML library sklearn. By optimizing the examples, the participant learns the importance of hyperparameters and combined approaches of ML using ensemble learning as an example.

Target Group:
Participants should have some general programming experience, preferably with a basic knowledge of Python. Prior knowledge of Python subtleties, machine learning, or data science is not required.

Content:

Toolset: IPython, Jupyter Notebook, Libraries
Python Auffrischung
Datenvisualisierung mit Matplotlib
Einführung in Maschinelles Lernen und seine Unterbereiche
Kurze Einführung in NumPy
Kurze Einführung in Pandas
Kurze Einführung in Matplotlib
Datenvorbereitung für ML
Überwachtes Lernen
- Einfache Regressionsverfahren
- Multidimensionale Regression
- Binäre Klassifikatoren
- Nächste-Nachbarn Klassifikation
- Fehlerbeurteilung
- Perceptron
- Entscheidungbäume und Zufallswälder (Random Forests)
- Neuronale Netze
- Backpropagation von Grund auf
- sklearn supervised Algorithmen (KN, MPL...)
Unüberwachtes Lernen
- Clustering
- DBSCAN
- k-Means Algorithmus
Bestärkendes Lernen
- Computer-Lernbeispiel für das Spiel TicTacToe

Lecturer: Philip Klein, Dr. Konrad Wienands

Dates:

From Mon, 9th Mar, 2026 until Fri, 13th Mar, 2026 (5 days)
From Mon, 13th Apr, 2026 until Fri, 17th Apr, 2026 (5 days)
From Mon, 8th Jun, 2026 until Fri, 12th Jun, 2026 (5 days)
From Mon, 27th Jul, 2026 until Fri, 31st Jul, 2026 (5 days)
From Mon, 7th Sep, 2026 until Fri, 11th Sep, 2026 (5 days)
From Mon, 19th Oct, 2026 until Fri, 23rd Oct, 2026 (5 days)
From Mon, 30th Nov, 2026 until Fri, 4th Dec, 2026 (5 days)

Duration of the course:
5 days

The fees for this ML course per day:

ONLINE:

€449 per day (exclusive of VAT)

Toronto, Canada:

$633 per day (exclusive of HST)

Lake Constance, Hemmenhofen, Germany:

€449 per day (exclusive of VAT)
plus € 139 for full board and lodging in 4 star hotel

Hamburg, Munich, Frankfurt, Berlin (Germany):

€482 per day (exclusive of VAT)

Zurich and Geneva (Switzerland):

£482 per day (exclusive of VAT)