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4.4 ãã€ãªã³ã³ãã¥ãŒã¿ã®èåŒ±æ§ - äŸµå ¥è ãã¡ã®é襲
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!pip install openai
import openai
openai.api_key = "èªåã®APIããŒ"
messages = []
response = openai.ChatCompletion.create(
 model="gpt-4",
 messages=[
  {"role": "system", "content": "ããªãã¯ããã®ã©ã€ã¿ãŒã§ããuserãæå®ãããžã£ã³ã«ãããŒãã圢åŒã§ã¢ãŠãã©ã€ã³ãäœæããŠãã ããã"},
  {"role": "user", "content": "ãžã£ã³ã«: ããžãã¹æžãããŒã: AI 圢åŒ: 3ç« æ§æ"}])
outline = response['choices'][0]['message']['content']
print(outline)
n = 3  # 3ç« æ§æã®å Žåã¯3ãæå®
for i in range(1, n+1):
 response = openai.ChatCompletion.create(
  model="gpt-4",
  messages=[
   {"role": "system", "content": "ããªãã¯ããã®ã©ã€ã¿ãŒã§ããuserã®æç€ºã«åŸã£ãŠåçš¿ãäœæããŠãã ããã"},
   {"role": "user", "content": outline + f"ãåºã«ã第{i}ç« ã®åçš¿ãæžããŠãã ããã"}])
 print(response['choices'][0]['message']['content'])åºåçµæã¯ä»¥äžã®ãšããã§ãã
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4. AIãæŽ»çšããæåäºäŸ
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  a. ã¢ãžã£ã€ã«ãããžã¡ã³ãã«ããäŒæ¥ã®è¯åå
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  a. AIãªãã©ã·ãŒãé«ããå ·äœçãªæ¹æ³
  b. ããŒã¿åæã¹ãã«ã®ç¿åŸæ³
  c. AIãã€ã³ãã»ããã®éžæ
3. ãŸãšãïŒæ°èAIæè¡ã«å¯Ÿå¿ããããžãã¹ãžã®é
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1. AIãæŽ»çšãã補åéçºæŠç¥
  a. 顧客ããŒãºåæã«åºã¥ã補åäŒç»
   è¿å¹ŽãAIæè¡ã¯æ¶è²»è åæã顧客æ å ±ç®¡çã®åéã§å€§ããªé²æ©ãéããŠããŸããCRMããœãŒã·ã£ã«ã¡ãã£ã¢ããåéãããããŒã¿ãè§£æãã顧客ããŒãºãåžå Žååãæç¢ºã«ææ¡ããããšãå¯èœãšãªã£ãŠããŸãããã®æ å ±ãåºã«ãäŒæ¥ã¯åžå ŽããŒãºã«é©å¿ããæ°è£œåãéçºã»ææ¡ããããšãã§ããŸãã
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   AIãæŽ»çšããããŒã¿è§£æã«ãããæ¶è²»è ã®è¡åãåå¥œãæ£ç¢ºã«ææ¡ã§ããããã广çãªåºåæŠç¥ã®ç«æ¡ãå¯èœã§ãããŸããåºåé ä¿¡ãããã«æé©åããããå€ãã®é¡§å®¢ã«ãªãŒãããããšã«ã€ãªãããŸãã
  c. ãœãŒã·ã£ã«ã¡ãã£ã¢ãã€ã³ãã«ãšã³ãµãŒããŒã±ãã£ã³ã°ã®æŽ»çš
   AIãæŽ»çšããåæã«ããããœãŒã·ã£ã«ã¡ãã£ã¢ãã€ã³ãã«ãšã³ãµãŒããŒã±ãã£ã³ã°ã广çã«æŽ»çšããããšãã§ããŸããç¹å®ã®ãªãŒããŒå±€ã®å ±é³ŽãåŸãããã€ã³ãã«ãšã³ãµãŒãšå ±åããŠåºå掻åãå±éããããšã§ã广çãªå®£äŒæŽ»åãè¡ããŸãã
3. AIãæŽ»çšãããªãã¬ãŒã·ã§ã³æŠç¥
  a. äŒæ¥å ã®å¹çæ¹åãçµè²»åæž
   AIæè¡ã®å°å ¥ã¯äŒæ¥å éšã®æ¥åå¹çåã«ã倧ããªåœ±é¿ãäžããŸããäŸãã°ãæ¥åèªååã«ãããéçšã³ã¹ããåæžããªããåŸæ¥å¡ã®è² æ ã軜æžãããŸãã
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4. AIãæŽ»çšããæåäºäŸ
  a. AIãæŽ»çšãã倧æäŒæ¥ã®äºäŸç޹ä»
   GoogleãAmazonãªã©ã®å€§æäŒæ¥ã¯ãAIæè¡ãç©æ¥µçã«å°å ¥ããæ°ããªäŸ¡å€åµé ãå¹çåãå®çŸããŠããŸããäŸãã°ãé³å£°èªèæè¡ã掻çšããã¹ããŒãã¹ããŒã«ãŒãã人工ç¥èœã掻çšããé©åãªååæšå¥šãªã©ãæããããŸãã
  b. ã¹ã¿ãŒãã¢ããã®é©æ°çãªAI掻çšäºäŸ
   ã¹ã¿ãŒãã¢ããäŒæ¥ã¯ãAIæè¡ã掻çšããåŸæ¥ã®ããžãã¹ã¢ãã«ã«é©æ°ããããããŠããŸããäŸãã°ãèªåé転æè¡ãçšããæ°ãã茞éãµãŒãã¹ããããŒã¿è§£æãé§äœ¿ããå»çãµãŒãã¹ãªã©ãæããããŸãã
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    AIæè¡ã掻çšããããšã§ãæ°ããªåžå Žãæ¬æ°ãªãµãŒãã¹ãæäŸããäŒæ¥ãåºçŸããŠããŸããäŸãã°ãã¹ããŒãããŒã åéã§ã®IoTããã€ã¹ã®æ®åããããŒã¿è§£æã掻çšãã蟲æ¥åéã®å¹çåãªã©ããã®äºäŸã¯å€å²ã«ããããŸãã
第3ç« : AI掻çšã«åããäŒæ¥ã®åãçµã¿ãšäººæéçº
1. ã¢ãžã£ã€ã«äŒæ¥ã®ã²ã¿ã€
  a. ã¢ãžã£ã€ã«ãããžã¡ã³ãã«ããäŒæ¥ã®è¯åå
ã¢ãžã£ã€ã«ãªçµå¶ææ³ãåãå ¥ããäŒæ¥ã¯ãæè»æ§ãšè¿ éæ§ãæã£ãŠããžãã¹ã®å€åã«å¯Ÿå¿ããããšãã§ããŸãããã®ãããAIæè¡ã®è¿ éãªå°å ¥ã察å¿ãå¿ èŠãªçŸä»£ã®ããžãã¹ç°å¢ã«é©å¿ãããããšãããŸããã¢ãžã£ã€ã«ãããžã¡ã³ãã¯ãäŒæ¥ã®é ã ã«ã€ãããŒã·ã§ã³ã浞éãããå šãŠã®åŸæ¥å¡ãåžžã«æ°ããã¢ã€ãã¢ãæè¡ãæã¡å¯ããªããåãåºç€ãäœããŸãã
b. ãããžã§ã¯ãããŒã ã«ããçŽ æ©ãæææ±ºå®
ã¢ãžã£ã€ã«äŒæ¥ã§ã¯ããããžã§ã¯ãããŒã ãäžå¿ãšãªã£ãŠæææ±ºå®ãè¡ãããŸããããã«ããçŽ æ©ããããŠå¹æçãªæææ±ºå®ãå¯èœã«ãªããçµç¹å šäœãããè¿ éã«è¡åã§ããããã«ãªããŸããAIæè¡ã掻çšããã«ã¯ãçŽ æ©ãããŒã¿åéãåæãäžå¯æ¬ ã§ãããããAI掻çšãç®æãäŒæ¥ã«ãšã£ãŠãã®ãããªããŒã äž»å°ã®æææ±ºå®ã¯éèŠã§ãã
c. 倱æãæãããã©ã€ïŒãšã©ãŒãç¹°ãè¿ãå¿æã¡
AIãæŽ»çšããããã«ã¯ãæã«ã¯å€±æãæããæ°ããããšã«ãã£ã¬ã³ãžããå§¿å¢ãæ±ããããŸããã¢ãžã£ã€ã«äŒæ¥ã¯ã倱æãæãããã©ã€ïŒãšã©ãŒãç¹°ãè¿ãããšã§ãæ°ããæè¡ãææ³ãã©ãã©ãåãå ¥ããããšãã§ããŸãããã®ãããªå§¿å¢ããAIæè¡ãæå€§éã«æŽ»çšããããžãã¹ã®æåã«ç¹ãããŸãã
2. AI掻çšã«åãã人æè²æ
  a. AIãªãã©ã·ãŒãé«ããå ·äœçãªæ¹æ³
AIãæŽ»çšããããã«ã¯ãçµç¹å ã®åŸæ¥å¡ãAIãªãã©ã·ãŒãæã€ããšãéèŠã§ããAIãªãã©ã·ãŒã¯ãAIæè¡ã®åºæ¬çãªæŠå¿µãã¢ããªã±ãŒã·ã§ã³ãçè§£ãæŽ»çšã§ããèœåãæå³ããŸããäŒæ¥ã¯ã瀟å ç ä¿®ãã»ãããŒã宿œããããšã§åŸæ¥å¡ã®AIãªãã©ã·ãŒãé«ããããšãã§ããŸãã
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ããŒã¿åæããAI掻çšã«å¿ èŠãªéèŠãªã¹ãã«ã§ããããŒã¿åæã¹ãã«ãæã€ããšã§ãåŸæ¥å¡ã¯å€§éã®ããŒã¿ããæçãªæ å ±ãåŒãåºããããžãã¹ã®æé·ã«ç¹ããããããã«ãªããŸããäŒæ¥ã¯ããªã³ã©ã€ã³ã³ãŒã¹ãç ä¿®ããã°ã©ã ãéããŠåŸæ¥å¡ãããŒã¿åæã¹ãã«ãç¿åŸã§ãããããªç°å¢ãæŽããã¹ãã§ãã
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æåŸã«ãçµç¹å ã«AIãã€ã³ãã»ãããéžæããããšãéèŠã§ããããã¯ãçµç¹ã®ã¡ã³ããŒãåžžã«AIæè¡ã掻çšããŠåé¡è§£æ±ºã«åãçµãæèãæã€ããšãæå³ããŸãããããéæããããã«ã¯ãçµå¶å±€ããçŸå Žã®åŸæ¥å¡ãŸã§ãå šå¡ãAIæè¡ã®éèŠæ§ãçè§£ããç©æ¥µçã«åãçµãå§¿å¢ãæã€ããšãæ±ããããŸãã
3. ãŸãšãïŒæ°èAIæè¡ã«å¯Ÿå¿ããããžãã¹ãžã®é
  a. AIæè¡ã®æŽ»çšã«ããéãã®åµåº
æ°èAIæè¡ã掻çšããããšã§ãäŒæ¥ã¯ç¬èªæ§ãæã£ãæ°ããªããžãã¹ãçã¿åºãããšãã§ããŸããããã«ãããç«¶äºåãé«ããã ãã§ãªããæ°ããªåžå Žã顧客ããŒãºã«ã察å¿ã§ããããã«ãªããŸãã
b. çµ¶ãéãªãæè¡é©æ°ãžã®æè»ãªå¯Ÿå¿å
AIæè¡ã¯æ¥ã é²åããŠããŸããäŒæ¥ãæåãåããããã«ã¯ãçµ¶ãéãªãæè¡é©æ°ã«æè»ã«å¯Ÿå¿ããåãæ±ããããŸãããã®ããã«ããã¢ãžã£ã€ã«çµå¶ããããžã§ã¯ãããŒã äž»å°ã®æææ±ºå®ãªã©ãå€åã«å¯Ÿå¿ããããçµç¹äœããç®æãã¹ãã§ãã
c. ã€ãããŒã·ã§ã³ãéããŠæé·ããäŒæ¥æåã®æ§ç¯
æåŸã«ãã€ãããŒã·ã§ã³ãéããŠæé·ããäŒæ¥æåãæ§ç¯ããããšãéèŠã§ããçµç¹å ã«ã€ãããŒã·ã§ã³ãæšé²ããæåãããã°ãåŸæ¥å¡ã¯èªãé²ãã§æ°æè¡ãææ³ãæŽ»çšããäŒæ¥ã®æé·ã«è²¢ç®ã§ããããã«ãªããŸããAIæè¡ãæå€§éã«æŽ»çšããããã«ãçµç¹å ã§ã€ãããŒã·ã§ã³ãä¿ãç°å¢ãæŽåããŸãããã
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(1) ChatGPTã®GPT-4ã¢ãã«ã䜿çšããå Žå
ïŒïŒãžã£ã³ã«ïŒããžãã¹æžããã©ãŒå°èª¬ãSFãªã©ïŒãšããŒããšã¹ããŒãªãŒã®é·ãïŒç« ã®æ°ïŒã決ããŠãã¢ãŠãã©ã€ã³ãäœæã
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(2) GPT-4ã®APIãPythonã®ããã°ã©ã ã§äœ¿çšããå Žå
以äžã®ã³ãŒããColabããŒãããã¯ã«ã³ããŒãããžã£ã³ã«ïŒããžãã¹æžããã©ãŒå°èª¬ãSFãªã©ïŒãããŒãã圢åŒïŒãç« æ§æãªã©ïŒãæå®ããèªåã®APIããŒãå
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ãªããAPIã¯åŸé課éãªã®ã§ã䜿ãéãã«æ³šæããŠãã ããã
!pip install openai
import openai
openai.api_key = "èªåã®APIããŒ"
messages = []
response = openai.ChatCompletion.create(
 model="gpt-4",
 messages=[
  {"role": "system", "content": "ããªãã¯ããã®ã©ã€ã¿ãŒã§ããuserãæå®ãããžã£ã³ã«ãããŒãã圢åŒã§ã¢ãŠãã©ã€ã³ãäœæããŠãã ããã"},
  {"role": "user", "content": "ãžã£ã³ã«: ãããããŒã: ãã 圢åŒ: ãç« æ§æ"}])
outline = response['choices'][0]['message']['content']
print(outline)
n = ã  # ç« ã®åèšæ°ãæå®
for i in range(1, n+1):
 response = openai.ChatCompletion.create(
  model="gpt-4",
  messages=[
   {"role": "system", "content": "ããªãã¯ããã®ã©ã€ã¿ãŒã§ããuserã®æç€ºã«åŸã£ãŠåçš¿ãäœæããŠãã ããã"},
   {"role": "user", "content": outline + f"ãåºã«ã第{i}ç« ã®åçš¿ãæžããŠãã ããã"}])
 print(response['choices'][0]['message']['content'])ããã ãã§ãã¢ãŠãã©ã€ã³ãšåçš¿å
šäœã®äœæãèªååã§ããŸãã
æ¯éããã®ããã°ã©ã ã§è²ã
ãªæç« ãå°èª¬ã®åçš¿ãäœæããŠã¿ãŠãã ããã