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★★★★★
Moderada

Theoretical Professor Rodrigo Bruno explains the concepts very well and has no issue answering any question you might have during the lecture. The content is also pretty interesting, I would have only liked for it to be more Kubernetes/DevOps/CI/CD focused. At least to me, those were the most interesting parts of the course and they were either not even evaluated (in the mini-tests) or skimmed over faster than I would have liked. Labs Very well explained and detailed. It is not mandatory to go and there were no assessments made during these. Our TA seemed to not be fully on par with what the project statement asked though. Mini-tests 5, multiple-choice, lasting 20m each and done on Moodle and on every Monday (but the first and last of the quarter) before class started. Not too hard, you were evaluated on the material of the previous two theoretical lectures plus a paper you had to read yourself. 12-13/16 questions were about the lectures 3-4/16 were about the paper (There were never questions regarding the evaluation part of each paper, at least I cannot recall any.) NOTE: From what I was told, two year ago there were no exams or mini-tests, only a project. Last year, take-home lab mini-tests were added and graded. This year, the take home mini-tests were substituted for in-class theoretical mini-tests. Next year there might be a mandatory exam and no mini-tests, who knows, just beware of the evaluation methods for your curricular year when choosing this subject. Project The goal was to make a recommendation app, which has to be micro-service based and had to have AI integrated into it (for example, by having Ollama run an LLM and the application user prompting the LLM). We also had to deploy the application (the services, databases, NGINX/Haproxy and Ollama) with Terraform, Ansible and Kubernetes to GCP, which was the most interesting part. In the end you also had to have an advanced feature, they gave you 4 options: Persistent State - you had to save the database content persistently somewhere not on the GCP VMs, and load it when the app started CI/CD - every commit would redeploy the app or service Autoscaling kubernetes pods based on load DevSecOps You also had to create a 10m video and publish it on Youtube explaining the project: its components, how they were connected, how deployment was done and the advanced feature you chose. The video link would then be added to the report you uploaded into Fenix.

Plataformas de Suporte a IA

IST

há 12 horas

★★★★★
Leve

Theoretical Classes Professor Paulo Carreira makes classes really enjoyable, he is pretty enthusiastic. I also felt like the slides were enough to study for the exam.\ Regardless, there are notes in https://leicmybox.org/MEIC/1%C2%BA%20Semestre/AID/Resumos/ and in https://github.com/ana-mc-almeida/meic/tree/main/courses/dai. Additionally, at least in Tagus, for half the quarter the theoretical classes would end way early, sometimes we would only have 40m classes whereas the class is supposed to be 2h (or 1h:40m) long, which is always nice.\ \ Labs\ The labs are VERY easy to follow and have pretty detailed instructions. They are also not mandatory. Professor Paulo Carreira (who was the one present in my lab classes) was mostly on his computer for the whole duration of the lab and did not speak unless you had some issue with the lab or a question, which he answered without issues. \ Exam This year the exam was an overview of what you did in the project and why, the exam was basically only about the project. There were questions about how you would merge data, clean it, load it into dimensions and into the fact table, which choices you made and why and so on, the only outlier was probably the Edit Distance question. Oh and yes, questions regarding how you work with a specific tool such as PSW (to create the cube), PRD(to create reports), Saiku(to explore the data) and Hop(to create the ETL pipeline) and what components you would use in each tool and where you would drag stuff came up in the exam. Some topics like NoSQL, BigData and Data Privacy also did not come up in the exam.\ \ Project Pretty straight forward, similar to the labs themselves. Be careful though because even though a professor might give you an hint on how to do things, it does not mean different TAs have the same opinion, we had a TA give us an answer and the Lectures professor saying the opposite. Be sure you use all the fact tables for all the analysis you will hand in, do not limit yourself to using a single one. Speaking about handing in stuff and deliverables, I found it weird that we had to hand in files explaining what queries we did to answer a specific project statement question, their respective chart and what conclusions we obtained, but you had to, additionally, hand in a 60-100 slide long powerpoint with screenshots, the same exact queries and graphs and the same explanation of the answers you obtained. It simply felt like a useless duplicate most of the time. IMO it has way too many deliverables.

Análise e Integração de Dados

IST

há 12 horas

★★★★★
Pesada

Research Methods is an interesting course where you learn important statistical concepts and how to apply them to real situations. The professor is really good, very organised and always available to help students. Whenever you have a question, she is happy to explain it. The PDFs from the classes and all the materials provided by the professor are more than enough to understand the topics. The quizzes during classes are quite easy, and the group project is also very manageable. However, don't underestimate the exam. It is quite demanding, and the multiple-choice questions can be tricky, with several options that seem correct. My advice is to understand the concepts well and practise harder exercises, because the exam is much more challenging than the quizzes.

Research Methods for Business Analytics

Nova SBE

há 3 dias

★★★★★
Pesada

The teacher is really organized, where all content in class slides is enough for the exam. The class exercises provided are great to study to understand how to interpret outputs and analyze graphs. The teacher is super approachable if you don’t understand material. Plus, her explanations are not super complete since the teacher does assume that you have a base in statistics, hence some explanations might seem vague if you have not had statistical courses before. Regarding assessment, quizzes are easy, the project is great practice for the exam, and AI usage is incentivized. The exam I felt a bit short on time, however it was accessible if you understood the material well. For tips, I recommend testing yourself on output interpretations using an AI tool such as Claude or ChatGPT based on the class exercises, so that you know how to interpret a result, how to describe it and provide an appropriate limitation or recommendation. For the multiple choices reading the slides carefully is enough.

Research Methods for Business Analytics

Nova SBE

há 4 dias

★★★★★
Moderada

Uma cadeira boa na interseção entre economia e psicologia. Tem bastantes exemplos e estudos reais interessantes, mas por ser um curso trimestral não são por vezes tão discutidos e aprofundados quanto podiam. Ainda assim, a Professora é muito interessada na matéria e disponível para perguntas que saiam do scope. Embora a matéria seja dada rapidamente, não é muita e o exame é bastante acessível, muito parecido aos exercícios de treino colocados na plataforma da cadeira

Behavioral Economics

Nova SBE

semana passada

★★★★★
Muito leve

Interesting course, the materials were pretty easy to understand and the teacher was clearly very knowledgeable. He brought guests from the Portuguese Competition Authority and gave real examples, which made the classes more engaging, although the tree hour lectures easily got boring. The assessment was: 6 quizzes, meaning one quiz per lecture, with 25% given just for showing (so I recommend attending all of them) + 1 for extra points One group project about a Competition Authority decision on a case, and groups had to either defend or counter it. You had to do a quiz, a report on why you support your decision, and an oral presentation where opposing groups debate. Groups were assigned randomly Mandatory exam The coursework was very light, the quizzes were simple as long as you paid some attention, the group project did not take much effort, and the exam was also very accessible and didn't require much studying. The professor is kinda strict with grading, however.

Competition Policy

Nova SBE

semana passada

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João Duarte
IST

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