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Przygotowanie do projektu badawczo-rozwojowego

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1. Projekt badawczo-rozwojowy[wykład]

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Krzysztof Jassem (2022)

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\n", + "\n", + "![Logo 2](https://git.wmi.amu.edu.pl/AITech/Szablon/raw/branch/master/Logotyp_AITech2.jpg)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Działalność badawczo-rozwojowa\n", + "> Działalność badawczo-rozwojowa to działalność **twórcza** \n", + "obejmująca **badania naukowe** lub **prace rozwojowe**, \n", + "podejmowana w **sposób systematyczny** \n", + "w celu **zwiększenia zasobów wiedzy** \n", + "oraz wykorzystania zasobów do **tworzenia nowych zastosowań**." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Definicja projektu badawczo-rozwojowego\n", + "Projekt badawczo-rozwojowy to system działań składający się z: \n", + "- zakresu projektu, \n", + "- terminu realizacji, \n", + "- zasobów potrzebnych do realizacji projektu (ludzie, kapitał, wiedza, technologia).\n", + "\n", + "Projekt badawczo-rowojowy charakteryzuje się następującymi cechami: \n", + " - niepowtarzalność,\n", + " - złożoność,\n", + " - identyfikowalność." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Przykład projektu badawczo-rozwojowego: AI Searcher\n", + "\n", + "### Definicja projektu:\n", + "System działań mających na celu stworzenie systemu informatycznego wspomagającego pracowników Polskiej Straży Granicznej. \n", + "\n", + "\n", + "### Zakres projektu: \n", + "System informatyczny wdrożony w siedzibie Straży Granicznej, który ma pomagać w znajdowaniu treści przestępczych w Internecie. \n", + "System realizuje następujący scenariusz działania:\n", + " 1. Pracownik Straży Granicznej wpisuje zapytanie.\n", + " 2. Moduł Rozszerzania Zapytań rozszerza zapytanie na zestaw kwerned do wyszukiwarek internetowych.\n", + " 3. Translator tłumaczy kwerendy na języki: rosyjski, ukraiński i białoruski.\n", + " 4. Crawler wyszukuje dokumentów w trzech językach przygranicznych i języku polskim.\n", + " 5. Translator tłumaczy znalezione teksty na język polski. \n", + " 6. Klasyfikator wybiera teksty potencjalnie przestępcze.\n", + " 7. Analizator Lingwistyczny oznacza informację dodatkową w dokumentach:\n", + " \n", + "### Termin realizacji: \n", + "grudzień 2018 - grudzień 2021\n", + "\n", + "### Zasoby:\n", + " * Ludzie: Wojskowa Akademia Techniczna, UAM, Ken-Bit https://www.kenbit.pl/\n", + " * Kapitał: dotacja z NCBR\n", + " * Wiedza: Najnowsze badania z klasyfikacji tekstu, uczenia automatycznego itp.\n", + " * Technologia: Framework do tworzenia interfejsu użytkownika, algorytmy do klasyfikacji tekstu, modele języka" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Poglądowy widok systemu AI Searcher\n", + "\"Zrzut" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Poziomy gotowości technologicznej projektu B+R\n", + "\n", + "### Poziom 1.\n", + "Rozpoczęto badania naukowe (np. zdefiniowano tematu pracy mgr).\n", + "### Poziom 2.\n", + "Znaleziono zastosowania badań naukowych (np. określono, na czym będzie polegał projekt mgr).\n", + "### Poziom 3.\n", + "Przeprowadzono pierwsze eksperymenty na krytycznych technologiach (np. wykonano proof-of-concept).\n", + "\n", + "### Poziom 4.\n", + "Zintegrowano podstawowe komponenty prototypu w warunkach laboratoryjnych (np. zrealizowano \"user-stories\" na komputerze dewelopera).\n", + "### Poziom 5.\n", + "Zweryfikowano działanie w warunkach zbliżónych do rzeczywistego (np. przeprowadzono testowanie prototypu wdrożónego na serwerze WMI).\n", + "### Poziom 6.\n", + "Dokonano demonstracji działania w warunkach zbliżónych do rzeczywistych (np. zademonstrowano wdrożony prototyp z interakcją użytkowników).\n", + "\n", + "### Poziom 7.\n", + "Dokonano demonstracji systemu w warunkach operacyjnych (np. zademonstrowano prototyp wdrożony u użytkownika / klienta).\n", + "\n", + "### Poziom 8.\n", + "Potwierdzono zamierzony poziom technologii w warunkach operacyjnych (np. pomyślnie zakończono testowanie akceptacyjne).\n", + "\n", + "### Poziom 9.\n", + "Stwierdzono, że wypracowana technologia odniosła zamierzony efekt (np. stwierdzono, że stosowanie rozwiązania przynosi wymierne korzyści). \n", + "\n", + "[Formalny opis poziomów gotowości technologicznej](https://archiwum.ncbr.gov.pl/fileadmin/zalewska/5_1_1_1_2018/13_poziomy_gotowosci_technologicznej.pdf)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Produkt High-Tech\n", + "Oczekuje się, że wynikiem projektu badawczo-rozwojowego w informatyce jest produkt High-Tech.\n", + "\n", + "## Czym jest produkt High-Tech?\n", + "\n", + "### Definicja produktu\n", + "Produkt = \n", + "Zawartość + \n", + "Funkcjonalność + \n", + "Konstrukcja + \n", + "Monetyzacja \n", + "Oczekuje się zatem, że z produkt posiada jakąś zawartość (Zawartość), z której kożna korzystać (Funkcjonalność), gdyż został odpowiednio skonstruowany (Konstrukcja), ale trzeba za to płacić (Monetyzacja)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + " \n", + "Wyraz \"technologia\" pochodzi z języka greckiego:\n", + " \n", + "\n", + "Technologia w dzisiejszym rozumieniu to zastosowanie wiedzy naukowej do stworzenia czegoś pożytecznego dla człowieka." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Czym jest produkt \"high-tech\"?\n", + "Produkt \"high tech\" to taki produkt, który wykorzystuje najnowszą wiedzę naukową i techniczną. \n", + "Produkt \"high tech\" wymaga nakładów na badania (*R&D investments*). \n", + "\n", + "R&D Investments a wartość produktu:\n", + "* Low-tech (< 1.0%);\n", + "* Medium-low-tech (1.0%-2.5%);\n", + "* Medium-high-tech (2.5%-8%); \n", + "* High-tech (>8.0%)\n", + "\n", + "### Cechy produktu \"high-tech\" z punktu widzenia inwestora\n", + "Dcydując się na wytworzenie produktu high-tech\", inwestor powinien brać pod uwagę ryzyko wynikające z następujących cech produktów tej kategorii:\n", + "* złożoność technologiczna,\n", + "* krótki cykl życia (spowodowany wyścigiem technologicznym),\n", + "* szybkie starzenie się,\n", + "* niewielka liczba klientów w początkowym stadium sprzedaży,\n", + "* duże nakłady na R&D,\n", + "* niepewności technologiczne.\n", + "\n", + "### Cechy produktu \"high-tech\" z punktu widzenia klienta\n", + "Dcydując się na zakup produktu high-tech\", klient powinien brać pod uwagę ryzyko wynikające z następujących cech produktów tej kategorii:\n", + "* dezorientacja klienta (np. jak działa produkt),\n", + "* niespełnianie oczekiwań (przez pierwsze wersje),\n", + "* duża konkurencja,\n", + "* możliwość błyskawicznego upadku rynku,\n", + "* spadająca cena produktu,\n", + "* szybki wzrost stosunku jakości do ceny.\n", + "\n", + "### Ocena ryzyka\n", + "Na 7 zaawansowanych pomysłów produktu high-tech: \n", + "* 4 wchodzą w fazę realizacji,\n", + "* 1.5 są uruchamiane,\n", + "* 1 odnosi sukces." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# \"Golden Rules\" na odniesienie sukcesu\n", + "Aby produkt high-tech miał szanse odnieść sukces na rynku, powinien spełniać przynajmniej kilka z wymienionych poniżej postulatów:\n", + "\n", + "## 1. \"Zapewnij nowatorską / wyjątkową (\"unique\") funkcję lub cechę\"\n", + "* Pomysł musi być nowatorski - a nie skopiowany.\n", + "* Taki produkt wymaga R&D...\n", + " * A to jest kosztowne i...\n", + " * Trudne w konstrukcji.\n", + "* Często pomysły chronione są przez patenty.\n", + "\n", + "\"Nowatorski\" może oznaczać \"nowy model sprzedaży\"\n", + "\n", + "## 2. \"Popraw wydajność użytkownika\"\n", + "Czego oczekujemy od systemu informatycznego:\n", + "* Wykonuj wszystko szybciej i taniej:\n", + " * Skróć czas nauki\n", + " * Automatycznie poprawiaj błędy\n", + " * Automatyzuj niektóre kroki\n", + "* Dbaj o wygodę użytkowania\n", + "* Unikaj:\n", + " * Reklam\n", + " * Przestojów na płacenie (np. bramek)\n", + " * Ogólnie: czynności, ktore pochłaniają czas użytkownika\n", + "\n", + "## 3. \"Chroń inwestycje użytkownika\"\n", + "Zasada ta mówi o tym, aby szanować pieniądze wydane przez użytkownika przed wprowadzeniem naszego rozwiązania. Dotyczy to:\n", + "* hardware'u\n", + "* software'u\n", + "* danych\n", + "\n", + "Czego oczekujemy od systemu informatycznego:\n", + "* Minimalizuj koszty zmian\n", + "* Wydłużaj czas życia produktów\n", + "* Twórz rozwiązania przenośne\n", + "\n", + "## 4. \"Minimalizuj koszty awarii lub utraty danych\"\n", + "Czego oczekujemy od systemu informatycznego:\n", + "* Unikaj przerw w działaniu\n", + "* Skracaj czas i zmniejszaj koszty przywrócenia:\n", + " * działania\n", + " * danych\n", + "\n", + "## 5. \"Poprawiaj wspólczynnik jakości do ceny\"\n", + "Czego oczekujemy od systemu informatycznego:\n", + "* Dostarczaj więcej za mniej\n", + " * Podwyższaj jakość\n", + " * Zmniejszaj cenę\n", + " * A najlepiej - obie czynności naraz\n", + " \n", + "* Jakość (wydajność) przedstawiaj w liczbach\n", + " * Gb, 100-punktowa miara jakości\n", + " * sekundy...\n", + "\n", + "## 6. \"Zapewnij elastyczność i skalowalność\"\n", + "Rozwiązanie jest **elastyczne**, jeśłi może być stosowane w różnych scenariuszach. \n", + "Rozwiązanie jest **skalowalne**, jeśli można je stsosować zarówno dla małych, jak i dużych wielkości danych.\n", + "\n", + "Czego oczekujemy od systemu informatycznego:\n", + "* Umożliwiaj dodawanie / usuwanie funkcji\n", + "* Zapewnij użycie w różnych środowiskach\n", + "* Zapewnij możliwość stosowania dla większych zbiorów danych\n", + "\n", + "## 7. \"Zadbaj o atrakcyjny wygląd\"\n", + "Rozwiązanie powinno być ładne i ...modne.\n", + "\n", + "Czego oczekujemy od systemu informatycznego:\n", + "* Weź pod uwagę:\n", + " * kolorystykę\n", + " * kształt\n", + " * wykończenie\n", + " * prostotę\n", + " \n", + "## 8. \"Dostarczaj rozrywkę\"\n", + "Czego oczekujemy od systemu informatycznego:\n", + "* \"Dzieci\" lubią się bawić - dostarczaj zabawę\n", + "* Ludzie lubią wyzwania - dostarczaj wyzwania\n", + "* Ludzie lubią rywalizację...\n", + "* Ludzie mają swoje hobby i upodobania...\n", + "* Wszyscy wolą wakacje od pracy... \n", + " \n", + "## 9. \"Stwórz nową modę\"\n", + "Stworzenie nowej mody jest niezwykle trudne i kosztowne. Ale kilku producentom się udało.\n", + "Wskazówki:\n", + "* Produkt musi być \"osobisty\".\n", + "* Musi mieć wygląd określany jako \"cool\".\n", + "* Trzeba sprzedawać go drogo...\n", + "* ... w niewielkich ilościach...\n", + "* ... ale za to robić wokół niego sporo szumu." + ] + } + ], + "metadata": { + "author": "Krzysztof Jassem", + "email": "jassem@amu.edu.pl", + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "lang": "pl", + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + }, + "subtitle": "02. Projekt badawczo-rozwojowy[wykład]", + "title": "Przygotowanie do projektu badawczo-rozwojowego", + "year": "2021" + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/01_projekt_badawczo-rozwojowy.ipynb b/01_projekt_badawczo-rozwojowy.ipynb index 377e9c2..b16234e 100644 --- a/01_projekt_badawczo-rozwojowy.ipynb +++ b/01_projekt_badawczo-rozwojowy.ipynb @@ -7,8 +7,8 @@ "![Logo 1](https://git.wmi.amu.edu.pl/AITech/Szablon/raw/branch/master/Logotyp_AITech1.jpg)\n", "
\n", "

Przygotowanie do projektu badawczo-rozwojowego

\n", - "

2. Projekt badawczo-rozwojowy[wykład]

\n", - "

Krzysztof Jassem (2021)

\n", + "

1. Projekt badawczo-rozwojowy[wykład]

\n", + "

Krzysztof Jassem (2022)

\n", "
\n", "\n", "![Logo 2](https://git.wmi.amu.edu.pl/AITech/Szablon/raw/branch/master/Logotyp_AITech2.jpg)" @@ -88,25 +88,21 @@ "## Poziomy gotowości technologicznej projektu B+R\n", "\n", "### Poziom 1.\n", - "Rozpoczęto badania naukowe (np. zdefiniowano tematu pracy mgr).\n", + "Rozpoczęto badania naukowe (np. zdefiniowano tematy prac mgr i zapoznano się z literaturą z dziedziny).\n", "### Poziom 2.\n", "Znaleziono zastosowania badań naukowych (np. określono, na czym będzie polegał projekt mgr).\n", "### Poziom 3.\n", - "Przeprowadzono pierwsze eksperymenty na krytycznych technologiach (np. wykonano proof-of-concept).\n", - "\n", + "Przeprowadzono pierwsze eksperymenty na krytycznych technologiach (np. wykonano proof-of-concept projektu).\n", "### Poziom 4.\n", - "Zintegrowano podstawowe komponenty prototypu w warunkach laboratoryjnych (np. zrealizowano \"user-stories\" na komputerze dewelopera).\n", + "Zintegrowano podstawowe komponenty prototypu w warunkach laboratoryjnych (np. zrealizowano wybrane funkcjonalności prototypu na komputerze dewelopera).\n", "### Poziom 5.\n", - "Zweryfikowano działanie w warunkach zbliżónych do rzeczywistego (np. przeprowadzono testowanie prototypu wdrożónego na serwerze WMI).\n", + "Zweryfikowano działanie w warunkach zbliżonych do rzeczywistego (np. przeprowadzono testowanie prototypu wdrożonego na serwerze WMI).\n", "### Poziom 6.\n", - "Dokonano demonstracji działania w warunkach zbliżónych do rzeczywistych (np. zademonstrowano wdrożony prototyp z interakcją użytkowników).\n", - "\n", + "Dokonano demonstracji działania w warunkach zbliżonych do rzeczywistych (np. zademonstrowano publicznie wdrożony prototyp z interakcją użytkowników).\n", "### Poziom 7.\n", "Dokonano demonstracji systemu w warunkach operacyjnych (np. zademonstrowano prototyp wdrożony u użytkownika / klienta).\n", - "\n", "### Poziom 8.\n", "Potwierdzono zamierzony poziom technologii w warunkach operacyjnych (np. pomyślnie zakończono testowanie akceptacyjne).\n", - "\n", "### Poziom 9.\n", "Stwierdzono, że wypracowana technologia odniosła zamierzony efekt (np. stwierdzono, że stosowanie rozwiązania przynosi wymierne korzyści). \n", "\n", @@ -279,6 +275,22 @@ "* ... w niewielkich ilościach...\n", "* ... ale za to robić wokół niego sporo szumu." ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Propozycje zadań na laboratorium\n", + "\n", + "## Zadanie 1. Poziomy technologiczne\n", + "Określcie kolejne poziomy gotowości technologicznej w odniesieniu do Waszego projektu.\n", + "\n", + "## Zadanie 2. Rozwiązania konkurencyjne\n", + "Znajdźcie dwa lub trzy rozwiązania z podobnej dziedziny do Waszego projektu. Omówcie ich silne i słabe strony. \n", + "\n", + "## Zadanie 3. Zasady sukcesu Waszego projektu\n", + "Wybierzcie 3-4 zasady z 9 zasad sukcesu produktu high-tech, według których wykażecie przewagę Waszego rozwiązania nad rozwiązaniami konkurecyjnymi." + ] } ], "metadata": { diff --git a/obrazy/AISearcher.png b/obrazy/AISearcher.png new file mode 100644 index 0000000000000000000000000000000000000000..a8bba4bc9b77144bf63d0bb4c396467e91c950c2 GIT binary patch literal 179460 zcmeFZby!u=+bv3`q=a-yNq2{|bSNFdCIvR#ozg9cbfXdy(%njf(%s!D0(WkI-}%mY z&U5Z_|G)SC!Lwm4_F8kjbIx~;cZ@Mtq`Im+76vH>92^|hD+L)%I5;E|@beB00UW`@ zQDFlg@GhG2Qg9U`tSO@a?Z_A;$``Sqm&c}5e#-fZLf3J!?@wPOY{ zFA~2euo++^AIK%~#r(>6JQi=~u^L&hO1HAiw%Q``Umnd8+0OJinmumazRq+R9S+zS zNc5FLqY1^8LUS5&$-L!&{RaN*=LZe`&+%0nx99(Ll=A=02NNF$66yMwLUCtTPFA}E z9&Wcy0`6tcmjfPEJYWGL?X^AkDp4#Om7H>fLfO@#HKVQ!-P(Sp~`Sl)V^NQG1whA$Vh8a1pT2HshS_AGcb;k2$&)0lXVGlH5N}VufFX(&2*@WB2T$Lz{FC~KswZFSM z6gg^GcP!yi{WqrYUe?2Bp}NwX_4G@?E;W93ciav!DOM&~Sl^+AjWs+HSF$m$KpM3t zRG*{iLL;KuA0K=kAMTMc2$;0XK04vUt`mXaN|~EDmZ;Yj{ltRM+9Rd5K2|Y>p 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