diff --git a/Prezentacja/.ipynb_checkpoints/Oferty pracy na stanowisko Machine Learning Developer w Australii i USA-checkpoint.ipynb b/Prezentacja/.ipynb_checkpoints/Oferty pracy na stanowisko Machine Learning Developer w Australii i USA-checkpoint.ipynb
new file mode 100644
index 0000000..ecf1e64
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+++ b/Prezentacja/.ipynb_checkpoints/Oferty pracy na stanowisko Machine Learning Developer w Australii i USA-checkpoint.ipynb	
@@ -0,0 +1,250 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "695136c1",
+   "metadata": {},
+   "source": [
+    "## Oferty pracy na stanowisko Machine Learning Developer w Australii i USA\n",
+    "\n",
+    "\n",
+    "### Institute of Data\n",
+    "Location: **Melbourne**\n",
+    "\n",
+    "Required:\n",
+    "-   You have previous data science or engineering teaching experience, through a course, workshop, team training, meetups etc.\n",
+    "-   You are eager to shape the skills, minds, and trajectories of the newest generation of data scientists.\n",
+    "-   You have at least 3 years of professional data science experience.\n",
+    "-   You are an expert in SQL, Python, and related Python libraries (pandas, numpy).\n",
+    "-   You have domain expertise in statistics, mathematics, and probability.\n",
+    "-   You can build and apply statistical models in python using machine learning libraries, such as scikit-learn and statsmodels.\n",
+    "-   You have a deep understanding of statistical hypothesis testing and experimental design, data visualization techniques and tools (i.e. matplotlib, bokeh, etc), and manipulation of large data sets.\n",
+    "-   You can demonstrate and explain the function of machine learning algorithms such as regularized regression, naive bayes, decision trees, ensemble methods, KNN, K-means clustering, and neural networks.\n",
+    "-   You are the person your colleagues naturally gravitate to when they are trying to figure something out.\n",
+    "\n",
+    "Additionally:\n",
+    "-    You have proficiency with python libraries such as NLTK; Hadoop or Apache Spark; D3.js or R.\n",
+    "-   You are on top of industry trends in big data, machine learning, deep learning, and AI.\n",
+    "-   Management and/or director experience in a small business or team\n",
+    "-   Relevant data professional certification.\n",
+    "\n",
+    "---\n",
+    "\n",
+    "### Kinexus\n",
+    "Location: **South Australia**\n",
+    "\n",
+    "Required:\n",
+    "-   Qualifications in Software Engineering.\n",
+    "-   Proven experience with Machine Learning.\n",
+    "-   Minimum of 3 years of experience in a similar role.\n",
+    "-   Experience with Python 3.6;\n",
+    "-   PyTorch/TensorFlow\n",
+    "-   NumPy, Pandas, matplotlib\n",
+    "-   Open CV, Pillow.\n",
+    "-   Experience with the software development lifecycle.\n",
+    "-   Experience working with Linux & Bash.\n",
+    "-   Experience with Docker.\n",
+    "-   Source code revision control system knowledge (GIT).\n",
+    "-   Experience working with SQL.\n",
+    "\n",
+    "---\n",
+    "\n",
+    "### Talenza\n",
+    "Location: **Sydney**\n",
+    "\n",
+    "Required:\n",
+    "-   A bachelor's degree in Computer Science or related field.\n",
+    "-   3-5 years' experience working with cloud-base services and DevOps concepts, tools and practices\n",
+    "-   Experience with:  Unix/AIX/Linux environments, Kubernetes, Docker, Azure Kubernetes service\n",
+    "-   Scripting and coding using Python, Shell\n",
+    "\n",
+    "---\n",
+    "\n",
+    "### Clobotics\n",
+    "Location: **Bellevue, WA**\n",
+    "\n",
+    "Required:\n",
+    "- Rich Experience working with TensorFlow and/or Pytorch\n",
+    "- Deep knowledge of deep learning techniques in object detection, image classification, or video tracking\n",
+    "- Strong written and verbal communications skills\n",
+    "- MS with 5+ years of related experience or Ph.D. is preferred.\n",
+    "\n",
+    "Additionally;\n",
+    "- Knowledge of parallel computing, OpenCL, CUDA, GPGPU\n",
+    "\n",
+    "---\n",
+    "\n",
+    "### Correlate Resources\n",
+    "Location: **Sydney**\n",
+    "\n",
+    "Required: \n",
+    "- Bachelor or above degree in Computer Science\n",
+    "- 8+ years of commercial software development experience\n",
+    "- Good communication and stakeholder management skills\n",
+    "- Strong Python, SQL and Linux\n",
+    "- Kubernetes experience\n",
+    "- Solid experience with streaming technologies like Kafka, Pubsub or Kinesis\n",
+    "- Practical knowledge of various classes of ML algorithms, techniques and packages\n",
+    "- Experience of designing and implementing complex cloud solutions\n",
+    " \n",
+    "Additionally:\n",
+    "- Experience of building production grade ML feature stores, model stores or ML pipelines in GCP or AWS\n",
+    "- GCP Cloud Engineer or above level of certification\n",
+    "- Solid ML Ops, SRE or DevOps experience\n",
+    "\n",
+    "---\n",
+    "\n",
+    "### Talent Insights Group Pty Ltd\n",
+    "Location: **Sydney**\n",
+    "\n",
+    "Required:\n",
+    "- A minimum of 3 years of professional experience in Machine Learning Engineering with a modern stack\n",
+    "- A Computer Science degree at a Bachelor's level or beyond\n",
+    "- Strong data pipeline and machine learning pipeline experience with big data\n",
+    "- Good communication skills and confidence in sharing and presenting ideas with senior engineers and data scientists\n",
+    "- Python, SQL, Spark, Google Cloud Platform, Kubernetes / Argo / Kubeflow, Kafka/PubSub\n",
+    "\n",
+    "---\n",
+    "\n",
+    "### Discord\n",
+    "Location: **San Francisco, CA**\n",
+    "\n",
+    "Required:\n",
+    "- Python \n",
+    "- Scala\n",
+    "- Rust\n",
+    "- 4 years of experience \n",
+    "- Ph.D.\n",
+    "- Pytorch/Tensorflow\n",
+    "\n",
+    "---\n",
+    "\n",
+    "### Change Healthcare\n",
+    "Location: **Seattle, WA**\n",
+    "\n",
+    "Required:\n",
+    "-   MS degree in computer science or equivalent background\n",
+    "-   5+ years professional experience building and operating scalable distributed systems across the full software lifecycle including design, implementation, testing, operations, and maintenance.\n",
+    "-  Programming experience in one or more modern programming languages such as Java, Python, Scala or C++.  \n",
+    "-   Experience working with modern tools for big data processing and scalable machine learning (e.g., AWS, GCP, Kafka, Apache Spark, Hadoop, SQL).\n",
+    "-   Experience in foundational machine learning models and concepts: regression, random forest, boosting, HMM, CRFs, MRFs, deep learning is a plus\n",
+    "-   Experience with common machine learning libraries and tools: scikit-learn, Tensorflow, XGBoost is a plus\n",
+    "-   Prior experience in Healthcare AI is Big plus\n",
+    "\n",
+    "---\n",
+    "\n",
+    "### Amazon \n",
+    "Location: **Seattle, WA**\n",
+    "\n",
+    "Required:\n",
+    "- 3+ years of programming experience with at least one modern language such as Java, C++, or C# including object-oriented design\n",
+    "- 2+ years of experience contributing to the architecture and design (architecture, design patterns, reliability and scaling) of new and current systems\n",
+    "- 4+ years of professional software development experience\n",
+    "-   Proficiency with Deep Learning algorithms and packages\n",
+    "-   Proficiency with AWS tools\n",
+    "-   Proficiency with Java, SQL and Spark\n",
+    "-   Experience in communicating with users, other technical teams, and management to collect requirements, describe software product features, and technical designs\n",
+    "-   Experience building complex software systems that have been successfully delivered to customers.\n",
+    "-   Success delivering products/services in a high-growth environment, exhibiting strong ability to identify and solve ambiguous customer-focused problems.\n",
+    "-   Experience in any one or more of the following areas: distributed systems, artificial intelligence, full-stack development.\n",
+    "-   Knowledge of professional software engineering best practices, including coding standards, code reviews, source control management, build processes, testing, and operations.\n",
+    "-   Strong track record of helping build productive and successful software development teams, actively developing talent.\n",
+    "-   Ability to take raw product requirements and create software architecture, design, and code to bring them to life.\n",
+    "-   High attention to detail with proven ability to juggle multiple, competing priorities simultaneously and make things happen in a fast-paced, dynamic environment.\n",
+    "-   Excellent interpersonal skills; ability to work successfully with teams across the organization, including Engineering, Product Management, and Senior Leadership.\n",
+    "\n",
+    "---\n",
+    "\n",
+    "### Apple\n",
+    "Location: Seattle, WA\n",
+    "\n",
+    "Required:\n",
+    "-   5+ years of professional work experience developing systems for automatic speech recognition (ASR), speech synthesis, and natural language understanding\n",
+    "-   Excellent programming skills in Python\n",
+    "-   Extensive experience with machine learning frameworks like Tensorflow, PyTorch\n",
+    "-   Good experience with large-scale data processing and distributed systems\n",
+    "-   Excellent problem solving, critical thinking, and communication skills.\n",
+    "-   Excellent data analytical skills. Strong attention to detail. Proven track record to dive into data to discover hidden patterns and conduct error/deviation analysis\n",
+    "- B.S., M.S. or Ph.D. in Computer Science, Electrical Engineering in the area of Speech/Language Processing or Machine Learning\n",
+    "\n",
+    "---\n",
+    "\n",
+    "### Credit Karma\n",
+    "Location: **Oakland, CA**\n",
+    "\n",
+    "Required:\n",
+    "- Bachelor's degree (or foreign equivalent) in Computer Science, Engineering, Computer Information Systems, Mathematics, Physics, or a related field & 5 years of experience involving: application of cloud technologies, infrastructure, and application of distributed systems\n",
+    "- Deep knowledge of personalization and recommendations systems\n",
+    "- Building and operating machine learning platform\n",
+    "\n",
+    "Additionally:\n",
+    "- Master’s degree in Computer Science, Engineering, Computer Information Systems, Mathematics, Physics, or a related field\n",
+    "- Modern data technologies include technologies such as in-memory, distributed and serverless processing (e.g. spark/dataflow/cloud-functions), key/value vs. document vs. column oriented datastores (e.g. bigquery, bigtable, cloud-search), message queues (kafka/pub-sub), elastic scaling (kubernetes, instance-groups), etc\n",
+    "- Modern machine learning and optimization technologies include familiarity with toolkits like sklearn, scipy, tensorflow and pytorch\n",
+    "\n",
+    "---\n",
+    "\n",
+    "### Snowflake\n",
+    "Location: **Bellevue, WA**\n",
+    "\n",
+    "Required:\n",
+    "-   7+ years industry experience designing, building, and supporting Internet serving infrastructure, machine learning platforms, machine learning services and frameworks.\n",
+    "-   Extremely strong fundamental computer science skills, particularly computer systems (e.g., distributed systems, database systems).\n",
+    "-   Deep fluency in Python and C++. Java experience is a plus.\n",
+    "-   Ability to work in a team environment, collaborate well, and mentor junior engineers.\n",
+    "-   Experience planning complex projects with cross-functional dependencies.\n",
+    "-   Ability to work on-site in our downtown Bellevue office.\n",
+    "-   Advanced degree in Computer Science.\n",
+    "\n",
+    "Additionally:\n",
+    "-   Experience in building machine learning training platforms\n",
+    "-   Experience in building machine learning data and feature platforms\n",
+    "-   Experience in building machine learning prediction platforms\n",
+    "-   Experience building lineage and metadata systems\n",
+    "-   Data warehouse design, database systems, and large-scale data processing solutions.\n",
+    "-   Experience in adapting machine learning techniques to highly parallel and distributed environments.\n",
+    "-   Experience with common ML frameworks such as Spark, MLlib, Tensorflow, Pytorch, XGBoost, or scikit-learn.\n",
+    "-   MS or PhD degree in Computer Science with specialization in Artificial Intelligence, Machine Learning, or related technical field.\n",
+    "\n",
+    "---\n",
+    "\n",
+    "### Pearson\n",
+    "Location: **Bismarck, ND**\n",
+    "\n",
+    "Required:\n",
+    "-   MS or PhD in a quantitative field (CS, EE, statistics, math, data science) required\n",
+    "-   5 years experience in the field of natural language processing (NLP)\n",
+    "-   5 years professional experience as a software engineer or data scientist\n",
+    "-   Strong coding capabilities in Python and/or R\n",
+    "-   Experience with Linux and AWS\n",
+    "-   Proven ability to build neural networking models for natural language applications\n",
+    "-   5 years experience TensorFlow, PyTorch or Keras\n",
+    "-   Strong in using Jupyter notebooks for research and data analytics\n",
+    "\n",
+    "Additionally:\n",
+    "- Kubernetes"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
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+    "name": "ipython",
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+   "mimetype": "text/x-python",
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+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.8"
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diff --git a/Prezentacja/Oferty pracy na stanowisko Machine Learning Developer w Australii i USA.ipynb b/Prezentacja/Oferty pracy na stanowisko Machine Learning Developer w Australii i USA.ipynb
new file mode 100644
index 0000000..ecf1e64
--- /dev/null
+++ b/Prezentacja/Oferty pracy na stanowisko Machine Learning Developer w Australii i USA.ipynb	
@@ -0,0 +1,250 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "695136c1",
+   "metadata": {},
+   "source": [
+    "## Oferty pracy na stanowisko Machine Learning Developer w Australii i USA\n",
+    "\n",
+    "\n",
+    "### Institute of Data\n",
+    "Location: **Melbourne**\n",
+    "\n",
+    "Required:\n",
+    "-   You have previous data science or engineering teaching experience, through a course, workshop, team training, meetups etc.\n",
+    "-   You are eager to shape the skills, minds, and trajectories of the newest generation of data scientists.\n",
+    "-   You have at least 3 years of professional data science experience.\n",
+    "-   You are an expert in SQL, Python, and related Python libraries (pandas, numpy).\n",
+    "-   You have domain expertise in statistics, mathematics, and probability.\n",
+    "-   You can build and apply statistical models in python using machine learning libraries, such as scikit-learn and statsmodels.\n",
+    "-   You have a deep understanding of statistical hypothesis testing and experimental design, data visualization techniques and tools (i.e. matplotlib, bokeh, etc), and manipulation of large data sets.\n",
+    "-   You can demonstrate and explain the function of machine learning algorithms such as regularized regression, naive bayes, decision trees, ensemble methods, KNN, K-means clustering, and neural networks.\n",
+    "-   You are the person your colleagues naturally gravitate to when they are trying to figure something out.\n",
+    "\n",
+    "Additionally:\n",
+    "-    You have proficiency with python libraries such as NLTK; Hadoop or Apache Spark; D3.js or R.\n",
+    "-   You are on top of industry trends in big data, machine learning, deep learning, and AI.\n",
+    "-   Management and/or director experience in a small business or team\n",
+    "-   Relevant data professional certification.\n",
+    "\n",
+    "---\n",
+    "\n",
+    "### Kinexus\n",
+    "Location: **South Australia**\n",
+    "\n",
+    "Required:\n",
+    "-   Qualifications in Software Engineering.\n",
+    "-   Proven experience with Machine Learning.\n",
+    "-   Minimum of 3 years of experience in a similar role.\n",
+    "-   Experience with Python 3.6;\n",
+    "-   PyTorch/TensorFlow\n",
+    "-   NumPy, Pandas, matplotlib\n",
+    "-   Open CV, Pillow.\n",
+    "-   Experience with the software development lifecycle.\n",
+    "-   Experience working with Linux & Bash.\n",
+    "-   Experience with Docker.\n",
+    "-   Source code revision control system knowledge (GIT).\n",
+    "-   Experience working with SQL.\n",
+    "\n",
+    "---\n",
+    "\n",
+    "### Talenza\n",
+    "Location: **Sydney**\n",
+    "\n",
+    "Required:\n",
+    "-   A bachelor's degree in Computer Science or related field.\n",
+    "-   3-5 years' experience working with cloud-base services and DevOps concepts, tools and practices\n",
+    "-   Experience with:  Unix/AIX/Linux environments, Kubernetes, Docker, Azure Kubernetes service\n",
+    "-   Scripting and coding using Python, Shell\n",
+    "\n",
+    "---\n",
+    "\n",
+    "### Clobotics\n",
+    "Location: **Bellevue, WA**\n",
+    "\n",
+    "Required:\n",
+    "- Rich Experience working with TensorFlow and/or Pytorch\n",
+    "- Deep knowledge of deep learning techniques in object detection, image classification, or video tracking\n",
+    "- Strong written and verbal communications skills\n",
+    "- MS with 5+ years of related experience or Ph.D. is preferred.\n",
+    "\n",
+    "Additionally;\n",
+    "- Knowledge of parallel computing, OpenCL, CUDA, GPGPU\n",
+    "\n",
+    "---\n",
+    "\n",
+    "### Correlate Resources\n",
+    "Location: **Sydney**\n",
+    "\n",
+    "Required: \n",
+    "- Bachelor or above degree in Computer Science\n",
+    "- 8+ years of commercial software development experience\n",
+    "- Good communication and stakeholder management skills\n",
+    "- Strong Python, SQL and Linux\n",
+    "- Kubernetes experience\n",
+    "- Solid experience with streaming technologies like Kafka, Pubsub or Kinesis\n",
+    "- Practical knowledge of various classes of ML algorithms, techniques and packages\n",
+    "- Experience of designing and implementing complex cloud solutions\n",
+    " \n",
+    "Additionally:\n",
+    "- Experience of building production grade ML feature stores, model stores or ML pipelines in GCP or AWS\n",
+    "- GCP Cloud Engineer or above level of certification\n",
+    "- Solid ML Ops, SRE or DevOps experience\n",
+    "\n",
+    "---\n",
+    "\n",
+    "### Talent Insights Group Pty Ltd\n",
+    "Location: **Sydney**\n",
+    "\n",
+    "Required:\n",
+    "- A minimum of 3 years of professional experience in Machine Learning Engineering with a modern stack\n",
+    "- A Computer Science degree at a Bachelor's level or beyond\n",
+    "- Strong data pipeline and machine learning pipeline experience with big data\n",
+    "- Good communication skills and confidence in sharing and presenting ideas with senior engineers and data scientists\n",
+    "- Python, SQL, Spark, Google Cloud Platform, Kubernetes / Argo / Kubeflow, Kafka/PubSub\n",
+    "\n",
+    "---\n",
+    "\n",
+    "### Discord\n",
+    "Location: **San Francisco, CA**\n",
+    "\n",
+    "Required:\n",
+    "- Python \n",
+    "- Scala\n",
+    "- Rust\n",
+    "- 4 years of experience \n",
+    "- Ph.D.\n",
+    "- Pytorch/Tensorflow\n",
+    "\n",
+    "---\n",
+    "\n",
+    "### Change Healthcare\n",
+    "Location: **Seattle, WA**\n",
+    "\n",
+    "Required:\n",
+    "-   MS degree in computer science or equivalent background\n",
+    "-   5+ years professional experience building and operating scalable distributed systems across the full software lifecycle including design, implementation, testing, operations, and maintenance.\n",
+    "-  Programming experience in one or more modern programming languages such as Java, Python, Scala or C++.  \n",
+    "-   Experience working with modern tools for big data processing and scalable machine learning (e.g., AWS, GCP, Kafka, Apache Spark, Hadoop, SQL).\n",
+    "-   Experience in foundational machine learning models and concepts: regression, random forest, boosting, HMM, CRFs, MRFs, deep learning is a plus\n",
+    "-   Experience with common machine learning libraries and tools: scikit-learn, Tensorflow, XGBoost is a plus\n",
+    "-   Prior experience in Healthcare AI is Big plus\n",
+    "\n",
+    "---\n",
+    "\n",
+    "### Amazon \n",
+    "Location: **Seattle, WA**\n",
+    "\n",
+    "Required:\n",
+    "- 3+ years of programming experience with at least one modern language such as Java, C++, or C# including object-oriented design\n",
+    "- 2+ years of experience contributing to the architecture and design (architecture, design patterns, reliability and scaling) of new and current systems\n",
+    "- 4+ years of professional software development experience\n",
+    "-   Proficiency with Deep Learning algorithms and packages\n",
+    "-   Proficiency with AWS tools\n",
+    "-   Proficiency with Java, SQL and Spark\n",
+    "-   Experience in communicating with users, other technical teams, and management to collect requirements, describe software product features, and technical designs\n",
+    "-   Experience building complex software systems that have been successfully delivered to customers.\n",
+    "-   Success delivering products/services in a high-growth environment, exhibiting strong ability to identify and solve ambiguous customer-focused problems.\n",
+    "-   Experience in any one or more of the following areas: distributed systems, artificial intelligence, full-stack development.\n",
+    "-   Knowledge of professional software engineering best practices, including coding standards, code reviews, source control management, build processes, testing, and operations.\n",
+    "-   Strong track record of helping build productive and successful software development teams, actively developing talent.\n",
+    "-   Ability to take raw product requirements and create software architecture, design, and code to bring them to life.\n",
+    "-   High attention to detail with proven ability to juggle multiple, competing priorities simultaneously and make things happen in a fast-paced, dynamic environment.\n",
+    "-   Excellent interpersonal skills; ability to work successfully with teams across the organization, including Engineering, Product Management, and Senior Leadership.\n",
+    "\n",
+    "---\n",
+    "\n",
+    "### Apple\n",
+    "Location: Seattle, WA\n",
+    "\n",
+    "Required:\n",
+    "-   5+ years of professional work experience developing systems for automatic speech recognition (ASR), speech synthesis, and natural language understanding\n",
+    "-   Excellent programming skills in Python\n",
+    "-   Extensive experience with machine learning frameworks like Tensorflow, PyTorch\n",
+    "-   Good experience with large-scale data processing and distributed systems\n",
+    "-   Excellent problem solving, critical thinking, and communication skills.\n",
+    "-   Excellent data analytical skills. Strong attention to detail. Proven track record to dive into data to discover hidden patterns and conduct error/deviation analysis\n",
+    "- B.S., M.S. or Ph.D. in Computer Science, Electrical Engineering in the area of Speech/Language Processing or Machine Learning\n",
+    "\n",
+    "---\n",
+    "\n",
+    "### Credit Karma\n",
+    "Location: **Oakland, CA**\n",
+    "\n",
+    "Required:\n",
+    "- Bachelor's degree (or foreign equivalent) in Computer Science, Engineering, Computer Information Systems, Mathematics, Physics, or a related field & 5 years of experience involving: application of cloud technologies, infrastructure, and application of distributed systems\n",
+    "- Deep knowledge of personalization and recommendations systems\n",
+    "- Building and operating machine learning platform\n",
+    "\n",
+    "Additionally:\n",
+    "- Master’s degree in Computer Science, Engineering, Computer Information Systems, Mathematics, Physics, or a related field\n",
+    "- Modern data technologies include technologies such as in-memory, distributed and serverless processing (e.g. spark/dataflow/cloud-functions), key/value vs. document vs. column oriented datastores (e.g. bigquery, bigtable, cloud-search), message queues (kafka/pub-sub), elastic scaling (kubernetes, instance-groups), etc\n",
+    "- Modern machine learning and optimization technologies include familiarity with toolkits like sklearn, scipy, tensorflow and pytorch\n",
+    "\n",
+    "---\n",
+    "\n",
+    "### Snowflake\n",
+    "Location: **Bellevue, WA**\n",
+    "\n",
+    "Required:\n",
+    "-   7+ years industry experience designing, building, and supporting Internet serving infrastructure, machine learning platforms, machine learning services and frameworks.\n",
+    "-   Extremely strong fundamental computer science skills, particularly computer systems (e.g., distributed systems, database systems).\n",
+    "-   Deep fluency in Python and C++. Java experience is a plus.\n",
+    "-   Ability to work in a team environment, collaborate well, and mentor junior engineers.\n",
+    "-   Experience planning complex projects with cross-functional dependencies.\n",
+    "-   Ability to work on-site in our downtown Bellevue office.\n",
+    "-   Advanced degree in Computer Science.\n",
+    "\n",
+    "Additionally:\n",
+    "-   Experience in building machine learning training platforms\n",
+    "-   Experience in building machine learning data and feature platforms\n",
+    "-   Experience in building machine learning prediction platforms\n",
+    "-   Experience building lineage and metadata systems\n",
+    "-   Data warehouse design, database systems, and large-scale data processing solutions.\n",
+    "-   Experience in adapting machine learning techniques to highly parallel and distributed environments.\n",
+    "-   Experience with common ML frameworks such as Spark, MLlib, Tensorflow, Pytorch, XGBoost, or scikit-learn.\n",
+    "-   MS or PhD degree in Computer Science with specialization in Artificial Intelligence, Machine Learning, or related technical field.\n",
+    "\n",
+    "---\n",
+    "\n",
+    "### Pearson\n",
+    "Location: **Bismarck, ND**\n",
+    "\n",
+    "Required:\n",
+    "-   MS or PhD in a quantitative field (CS, EE, statistics, math, data science) required\n",
+    "-   5 years experience in the field of natural language processing (NLP)\n",
+    "-   5 years professional experience as a software engineer or data scientist\n",
+    "-   Strong coding capabilities in Python and/or R\n",
+    "-   Experience with Linux and AWS\n",
+    "-   Proven ability to build neural networking models for natural language applications\n",
+    "-   5 years experience TensorFlow, PyTorch or Keras\n",
+    "-   Strong in using Jupyter notebooks for research and data analytics\n",
+    "\n",
+    "Additionally:\n",
+    "- Kubernetes"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
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+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.8"
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+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
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