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GenAI Readiness: Python Foundations for AI

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GenAI Readiness: Prompt Engineering for Code Refactoring

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GenAI Readiness: Prompt Engineering Basics

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GenAI Readiness: Intro to LLM APIs

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GenAI Readiness: Responsible AI

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GenAI Readiness: Prompt Engineering for Code Generation

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GenAI Readiness: GitHub Copilot and AI Powered Coding Tools

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GenAI Readiness: AI Model Deployment

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Wireshark

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Metasploit

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Kali Linux

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AWS IoT

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Azure IoT Hub

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Swagger

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IoT Protocols (MQTT CoAP)

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Enterprise Service Bus (ESB)

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ADA Compliance

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QGIS

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ADDIE Model

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SPFx

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3D Object Detection

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ADAS Integration

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Android Automotive OS (AAOS)

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Apple CarPlay Integration

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ARXML Editing and System Design

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Automotive SPICE Compliance

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AUTOSAR Toolchains

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CAN Communication

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CANalyzer Tool

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C-V2X (Cellular Vehicle to Everything)

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Diagnostic Testing

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Digital Signal Processing

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DoIP

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DSRC

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EB Tresos Tool

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ECU Testing

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Electromagnetic Compatibility (EMC)

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Embedded C Programming

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Embedded C++

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Embedded Linux

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Tests to Measure and Assess All Machine Learning Skills

Brain with CPU inside, symbolizing artificial intelligence and machine learning

Machine Learning Test

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Assessed:
11378
Organizations Served:
124
A human head with a gear and a brain in it, symbolizes artificial intelligence or cognitive technology.

Deep Learning Test

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10628
Organizations Served:
133
A blue and yellow logo with the text ML Engineer

MLOps Skills Test

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14390
Organizations Served:
138
A cloud contains the letters AI with a hexagon inside of it

Artificial Neural Network Skills Test

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14521
Organizations Served:
143
A magnifying glass and a graph

Regression Analysis ML Skills Test

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12496
Organizations Served:
126
A blue triangle

Pattern Recognition ML Skills Test

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16663
Organizations Served:
134
A blue and yellow logo with the text ML Engineer

MLOps Skills Test

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14390
Organizations Served:
138
A blue and yellow TensorFlow logo

TensorFlow Skills Test

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15662
Organizations Served:
136
A brain with a chip

Supervised Learning Skills Test

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Assessed:
14232
Organizations Served:
181
A cloud contains the letters AI with a hexagon inside of it

Artificial Neural Network Skills Test

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14521
Organizations Served:
143
A line graph with a downward trend

Cluster Analysis ML Skills Test

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14610
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136
A bar graph on a tablet

Statistical Modeling Skills Test

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12763
Organizations Served:
132
A scientific calculator, a wooden ruler, a graphite pencil, and a handwritten mathematical formula on lined paper

Mathematics For Machine Learning Skills Test

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12765
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124
Brain with CPU inside, symbolizing artificial intelligence and machine learning

Machine Learning Test

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11378
Organizations Served:
124
A conveyor belt carrying a box, represents automation and efficiency in logistics

Robotic Process Automation (RPA) Test

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14254
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123
A blue triangle pointing upwards

Azure Machine Learning Test

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10366
Organizations Served:
163
A human head with a gear and a brain in it, symbolizes artificial intelligence or cognitive technology.

Deep Learning Test

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10628
Organizations Served:
133
The logo for Python, a popular programming language

Python Pandas Test

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13152
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142
Blue cube with letter N

Online NumPy Test

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11674
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162
Computer monitor displaying binary code symbolizing programming

R Programming Test

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12643
Organizations Served:
114
A blue and yellow logo with the words ml engineer

ML Engineer with Python Test

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28712
Organizations Served:
123
A blue and yellow data pipeline logo signifies data wrangling

Data Wrangling with Python Test

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23726
Organizations Served:
127
Stack of papers with a blue square

OpenCV Test

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10438
Organizations Served:
104
Scikit-learn Logo

Scikit-learn Test

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11706
Organizations Served:
200
A white letter K on a red background

Keras Test

Candidates
Assessed:
11525
Organizations Served:
124

Build your high performance team with our machine learning tests

Use Machine Learning tests to assess & hire candidates for various job-roles such as:

Analytical Programmer -R Blockchain Developer Data Mining Expert
Machine Learning Specialist Deep Learning Developer Deep Learning Engineer
Data Engineer-Machine Learning Blockchain Engineer Machine Learning Software Engineer
Data Mining Analyst Machine Learning Engineer Research Engineer - Deep Learning
Machine Learning Research Scientist Software Engineer – NLP Machine Learning Expert
Data Mining Specialist Machine Learning Developer Natural Language Processing Engineer
R Statistical Programmer NLP - Technical Architect Data Mining Consultant

Our Python, Machine Learning test questions measure the below skills of candidates:

  • Machine Learning Concepts: Linear Regression, Support Vector Machines, Accuracy Matrix, Neural Networks, Overfitting Issue, Cross-Validation, Anomaly Detection, ANNs, DecisionTree, Bias and Variance, Cluster Analysis, Exploratory Analysis, Supervised Learning
  • Azure Machine Learning: Model Selection, Implementation, Feature Engineering, Data Analysis, Feature Reduction, Data Cleaning, Data Import
  • Data Mining: Data Processing, Data Cleaning, Data Warehouse and OLAP Technology, Data Reduction, Introduction to Data Mining, Data Mining Process, Data Preprocessing, Data Integration and Transformation, Mining Frequent Patterns
  • Blockchain: Participant Roles, EVM, Ethereum Application, Validation, Chain code, Ethereum- Smart contract, Hyperledger Composer, Blockchain – Mining, Ethereum Application, Ethereum Mining, Ethereum- Eth
  • NLP Concept: Algorithms for sentence classification, Dimensionality reduction in NLP, Word2Vec, Singular Value Decomposition, Information Retrieval, Activation Functions, Optimizers
Illustration of five people analyzing data charts on a circular wall and digital devices with graphs and light bulb icons around them.

Skills-First in Action: What Our Customers Say?​

iMocha enabled a skills-first approach by helping us accurately validate employee capabilities, tailor training to real needs, and meet industry standards—while saving time and reducing manual effort.

Read Case Study

Lynn Hodak
Talent Acquisition Manager

We successfully scaled a tailored certification program – assessing niche technical competencies across 1,000+ employees—and exceeded industry benchmarks with the support of iMocha.

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Sabine van Zanten
Learning & Development Consultant

We turned to iMocha to gain real skills intelligence at scale. It’s helped us align development with business needs and empower data-driven career growth globally.

Nathalie Clement
Global CDO, Brand Image & Retail
L’Oréal
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iMocha enabled us to take a skills-first approach by mapping over 60 role-specific competencies and aligning them with curated learning paths, giving us deep visibility into employee strengths and growth.

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Tanuja Pereira
Head - Learning and Development (Laterals)
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